======================================================================
ATHENA SPRINT 1 — MANUAL REVIEW REPORT
Generated: 2026-07-15 04:15 UTC
Stories reviewed: 200 (most recent 200)
======================================================================

HOW TO READ: For each story, the fired rules are listed as proof.
Bucket = first matching taxon (specific -> generic). Scores are
deterministic. 'Publish?' is for HUMAN review only — not algorithmic.

SHIPPING
--------

Story: OpenAI researcher Miles Wang in talks to launch AI drug discovery startup valued at $2B
  id=2702  source=rss  final=0.180
  url: https://techcrunch.com/2026/07/14/openai-researcher-miles-wang-in-talks-to-launch-ai-drug-discovery-startup-valued-at-2b/
  Bucket: SHIPPING
  Matched:
    - source=rss
    - kw:launch
    - kw:funding
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Apple opens its new Siri AI to everyone with the iOS 27 public beta
  id=2485  source=rss  final=0.210
  url: https://techcrunch.com/2026/07/14/apple-opens-its-new-siri-ai-to-everyone-with-the-ios-27-public-beta/
  Bucket: SHIPPING
  Matched:
    - source=rss
    - kw:released
    - kw:beta
    - kw:public beta
    - kw:released
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.210
  Publish?  [Y/N]   <- human review only

Story: The absolute nightmare of putting AI agents into actual production
  id=2645  source=reddit  final=0.230
  url: https://www.reddit.com/r/artificial/comments/1uwg8kk/the_absolute_nightmare_of_putting_ai_agents_into/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:production
    - kw:agents
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.230
  Publish?  [Y/N]   <- human review only

Story: Structured output reliability with LLMs — 3-month production learnings
  id=2656  source=reddit  final=0.190
  url: https://www.reddit.com/r/artificial/comments/1uwe9qp/structured_output_reliability_with_llms_3month/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:shipping
    - kw:production
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: Open Source Local LLM Training Tool (for consumer hardware)
  id=2315  source=reddit  final=0.460
  url: https://www.reddit.com/r/artificial/comments/1uwcah2/open_source_local_llm_training_tool_for_consumer/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:open source
    - kw:local llm
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.65
    Novelty:     0.00
    Hype:        0.00
  Final: 0.460
  Publish?  [Y/N]   <- human review only

Story: Hundreds of papers hit arXiv every day and maybe 3 matter to my research, so I built an open-source tool that finds them [P]
  id=2430  source=reddit  final=0.420
  url: https://www.reddit.com/r/MachineLearning/comments/1uvcdf7/hundreds_of_papers_hit_arxiv_every_day_and_maybe/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:open-source
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.420
  Publish?  [Y/N]   <- human review only

Story: Production Qwen 3.6-27B VLLM config?
  id=1973  source=reddit  final=0.350
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uvacno/production_qwen_3627b_vllm_config/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:production
    - kw:qwen
    - kw:vllm
  Score Components:
    Shipping:    0.90
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.350
  Publish?  [Y/N]   <- human review only

Story: Compressed Version of Qwen-3.6-27B coming from PrismML - Khosla-Backed Startup Claims Breakthrough With Largest-Ever AI Model on an iPhone
  id=1970  source=reddit  final=0.280
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uv54fv/compressed_version_of_qwen3627b_coming_from/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:open-source
    - kw:qwen
    - kw:billion
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.10
  Final: 0.280
  Publish?  [Y/N]   <- human review only

Story: Kreuzberg (local document extraction) is being renamed to Xberg - current version on LTS
  id=1571  source=reddit  final=0.190
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uuhqlz/kreuzberg_local_document_extraction_is_being/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:released
    - kw:released
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: Zer0Fit: I took Google's new TabFM & TimesFM ML foundation models and made them available as an MCP server for zero-shot ML tasks (forecasts / classifications / regressions). 100% local. [P]
  id=2427  source=reddit  final=0.300
  url: https://www.reddit.com/r/MachineLearning/comments/1uue8cc/zer0fit_i_took_googles_new_tabfm_timesfm_ml/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:released
    - kw:released
    - kw:docker
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.20
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: Zer0Fit: I took Google's new TabFM & TimesFM ML foundation models and made them available as an MCP server for zero-shot ML tasks (forecasts / classifications / regressions). 100% local.
  id=1965  source=reddit  final=0.260
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uudxi8/zer0fit_i_took_googles_new_tabfm_timesfm_ml/
  Bucket: SHIPPING
  Matched:
    - source=reddit
    - kw:released
    - kw:released
    - kw:docker
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.20
    Hype:        0.00
  Final: 0.260
  Publish?  [Y/N]   <- human review only

Story: Meta pulls new AI image feature after days of backlash
  id=1591  source=hackernews  final=0.230
  url: https://www.bbc.com/news/articles/c2dy6e8klw0o
  Bucket: SHIPPING
  Matched:
    - source=hackernews
    - kw:shipping
    - kw:controversial
  Score Components:
    Shipping:    0.90
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.20
    Hype:        0.00
  Final: 0.230
  Publish?  [Y/N]   <- human review only


LOCAL AI
--------

Story: Upgrade path for ryzen 9 (64 gb) + rtx 5080
  id=1982  source=reddit  final=0.330
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uvelii/upgrade_path_for_ryzen_9_64_gb_rtx_5080/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:rtx
    - kw:qwen
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.25
    Novelty:     0.20
    Hype:        0.00
  Final: 0.330
  Publish?  [Y/N]   <- human review only

Story: Experiment: autonomous NPCs powered by Gemma 4 E2B in the browser
  id=1979  source=reddit  final=0.300
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uv3wnt/experiment_autonomous_npcs_powered_by_gemma_4_e2b/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:local ai
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: If you use Open Code or other agenting programs you are leaving a lot of t/s if you don't actually use agents in parallel. Benchmark : RTX5090, Qwen3.6 35B loaded via LM studio with parallel tasks set to 8
  id=1976  source=reddit  final=0.440
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uueuks/if_you_use_open_code_or_other_agenting_programs/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:lm studio
    - kw:benchmark
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 1.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.440
  Publish?  [Y/N]   <- human review only

Story: I got Nemotron Puzzle 75B running smoothly on a 64GB M2 Max
  id=1573  source=reddit  final=0.260
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uue46z/i_got_nemotron_puzzle_75b_running_smoothly_on_a/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:quantization
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.260
  Publish?  [Y/N]   <- human review only

Story: Voodoo Quant beats Unsloth Dynamic 2.0 KLD by 95% in Qwen3.5 0.8B and 2B
  id=1977  source=reddit  final=0.450
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uua3jd/voodoo_quant_beats_unsloth_dynamic_20_kld_by_95/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:gguf
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 1.00
    Enthusiast:  0.25
    Novelty:     0.20
    Hype:        0.00
  Final: 0.450
  Publish?  [Y/N]   <- human review only

Story: Qwenthropic
  id=1572  source=reddit  final=0.300
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu3545/qwenthropic/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:rtx
    - kw:qwen
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: Interactive Jacobian-Lens visualizer and live steerer for GGUF models on llama.cpp
  id=1983  source=reddit  final=0.300
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu32z6/interactive_jacobianlens_visualizer_and_live/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:llama.cpp
    - kw:gguf
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: Measuring PCIe transfer under dual GPU with pipeline & tensor llama.cpp
  id=1565  source=reddit  final=0.340
  url: https://www.reddit.com/r/LocalLLaMA/comments/1utz50z/measuring_pcie_transfer_under_dual_gpu_with/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:llama.cpp
    - kw:rtx
    - kw:gpu
    - kw:pipeline
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 1.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.340
  Publish?  [Y/N]   <- human review only

Story: I benched quad 5060Tis for code generation with Qwen3.6-27B so you don't have to (it's really good)
  id=1558  source=reddit  final=0.500
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uturng/i_benched_quad_5060tis_for_code_generation_with/
  Bucket: LOCAL AI
  Matched:
    - source=reddit
    - kw:local ai
    - kw:rtx
    - kw:quantization
    - kw:q8
    - kw:fp16
    - kw:optimized
    - kw:vram
    - kw:gpu
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 1.00
    Enthusiast:  0.65
    Novelty:     0.00
    Hype:        0.00
  Final: 0.500
  Publish?  [Y/N]   <- human review only


PROBLEM SOLVED
--------------

Story: Developers Hate AI. I Used It To Sell 10 Websites This Week.
  id=2648  source=reddit  final=0.220
  url: https://www.reddit.com/r/artificial/comments/1uwj75g/developers_hate_ai_i_used_it_to_sell_10_websites/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:how to
    - kw:market
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.220
  Publish?  [Y/N]   <- human review only

Story: Ford replaced engineers with AI, then quietly hired 350 back. The reason should stop every founder about to cut their team to SAVE money.
  id=2649  source=reddit  final=0.210
  url: https://www.reddit.com/r/artificial/comments/1uwg31g/ford_replaced_engineers_with_ai_then_quietly/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:cut
    - kw:save
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.20
    Hype:        0.00
  Final: 0.210
  Publish?  [Y/N]   <- human review only

Story: New LLM Coordination Benchmark - Benchmarking Open-Ended Multi-Agent Coordination in Language Agents [R]
  id=2441  source=reddit  final=0.330
  url: https://www.reddit.com/r/MachineLearning/comments/1uwc6ni/new_llm_coordination_benchmark_benchmarking/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:benchmark
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.65
    Novelty:     0.20
    Hype:        0.00
  Final: 0.330
  Publish?  [Y/N]   <- human review only

Story: New York State halts construction of all new data centers
  id=2257  source=rss  final=0.200
  url: https://techcrunch.com/2026/07/14/new-york-state-halts-construction-of-all-new-data-centers/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=rss
    - kw:cost
    - kw:argues
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.200
  Publish?  [Y/N]   <- human review only

Story: Deepmind CEO Hassabis says "nobody in the world knows what happens next" so "cautious optimism" means building guardrails now
  id=2260  source=rss  final=0.240
  url: https://the-decoder.com/deepmind-ceo-hassabis-says-nobody-in-the-world-knows-what-happens-next-so-cautious-optimism-means-building-guardrails-now/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=rss
    - kw:how to
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.20
    Novelty:     0.20
    Hype:        0.00
  Final: 0.240
  Publish?  [Y/N]   <- human review only

Story: GPUHedge: Hedging serverless GPU providers improves cold start p95 latency from 117s to 30s [P]
  id=2438  source=reddit  final=0.410
  url: https://www.reddit.com/r/MachineLearning/comments/1uvlb6h/gpuhedge_hedging_serverless_gpu_providers/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:improves
    - kw:latency
    - kw:from 117s to 30s
    - kw:p95
    - kw:gpu
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.60
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.410
  Publish?  [Y/N]   <- human review only

Story: I built a full 3D open-world racing game almost entirely with AI, and it now has real daily players. Here's the honest breakdown of what the model nailed and where it completely fell apart.
  id=2153  source=reddit  final=0.120
  url: https://www.reddit.com/r/artificial/comments/1uvaaf4/i_built_a_full_3d_openworld_racing_game_almost/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:benchmark
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.10
  Final: 0.120
  Publish?  [Y/N]   <- human review only

Story: AI agent crawlers now need permission. Here’s how to get it
  id=2134  source=rss  final=0.250
  url: https://www.artificialintelligence-news.com/news/ai-agent-crawlers-cloudflare-rules/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=rss
    - kw:how to
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.40
    Novelty:     0.00
    Hype:        0.00
  Final: 0.250
  Publish?  [Y/N]   <- human review only

Story: Prompt-engineering paper accepted to ICML [R]
  id=2442  source=reddit  final=0.260
  url: https://www.reddit.com/r/MachineLearning/comments/1uv1xb3/promptengineering_paper_accepted_to_icml_r/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:how to
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.260
  Publish?  [Y/N]   <- human review only

Story: Running Qwen3.5-122B on Mac Studio 96GB: Fixed 3 bugs that made long-context inference usable
  id=1974  source=reddit  final=0.180
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uuwrc0/running_qwen35122b_on_mac_studio_96gb_fixed_3/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:fixed
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Ph.D. in Operations Research / Big Tech Eng: How to transition into intermediate/advanced ML for high-value industries (Robotics, Defense, Finance)? [D]
  id=2445  source=reddit  final=0.260
  url: https://www.reddit.com/r/MachineLearning/comments/1uumkkg/phd_in_operations_research_big_tech_eng_how_to/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:how to
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.260
  Publish?  [Y/N]   <- human review only

Story: Migrating a production AI agent to GPT-5.6: 2.2x faster, 27% cheaper
  id=2089  source=hackernews  final=0.410
  url: https://ploy.ai/blog/migrating-a-production-ai-agent-to-gpt-5-6
  Bucket: PROBLEM SOLVED
  Matched:
    - source=hackernews
    - kw:production
    - kw:benchmark
    - kw:speedup
    - kw:latency
    - kw:cost
    - kw:cheaper
    - kw:agent
    - kw:agents
  Score Components:
    Shipping:    0.50
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.70
    Novelty:     0.00
    Hype:        0.00
  Final: 0.410
  Publish?  [Y/N]   <- human review only

Story: AI boosts research careers but narrow the span of ideas explored: study
  id=2092  source=hackernews  final=0.190
  url: https://spectrum.ieee.org/ai-science-research-flattens-discovery
  Bucket: PROBLEM SOLVED
  Matched:
    - source=hackernews
    - kw:faster
    - kw:funding
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: S&P Global sees OpenAI as a "key credit risk" for Oracle and cuts its credit rating
  id=2041  source=rss  final=0.170
  url: https://the-decoder.com/sp-global-sees-openai-as-a-key-credit-risk-for-oracle-and-cuts-its-credit-rating/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=rss
    - kw:cuts
    - kw:billion
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.170
  Publish?  [Y/N]   <- human review only

Story: Benchmark - 4x 5060 Ti (64GB VRAM) (P2P) - Qwen3.6 27B (INT8 /w bf16 kv cache) @ 8 concurrency with SGLang. SGLang seems to handle higher concurrency better with this setup
  id=1968  source=reddit  final=0.260
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uuc3pi/benchmark_4x_5060_ti_64gb_vram_p2p_qwen36_27b/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:benchmark
    - kw:vllm
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.260
  Publish?  [Y/N]   <- human review only

Story: i would like to share my experience. working with huge LLMs and poor Machine
  id=1569  source=reddit  final=0.180
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu6qvh/i_would_like_to_share_my_experience_working_with/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:vram
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Ultra budget 20GB vram with 448GB/s for $100 bucks.
  id=1967  source=reddit  final=0.180
  url: https://www.reddit.com/r/LocalLLaMA/comments/1utwqf8/ultra_budget_20gb_vram_with_448gbs_for_100_bucks/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=reddit
    - kw:vram
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Companies are scrambling to curtail soaring AI costs
  id=1592  source=hackernews  final=0.190
  url: https://www.economist.com/business/2026/06/14/companies-are-scrambling-to-curtail-soaring-ai-costs
  Bucket: PROBLEM SOLVED
  Matched:
    - source=hackernews
    - kw:cost
    - kw:investment
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: AI Can't Recreate the Thrust Game (But It Can Help You Understand It)
  id=1590  source=hackernews  final=0.190
  url: https://www.jamesdrandall.com/posts/thrust_ai_powered_software_archaeology/
  Bucket: PROBLEM SOLVED
  Matched:
    - source=hackernews
    - kw:case study
  Score Components:
    Shipping:    0.00
    Utility:     0.85
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only


MODEL RELEASE
-------------

Story: OpenAI’s new flagship model deletes files on its own, people keep warning
  id=2585  source=rss  final=0.120
  url: https://techcrunch.com/2026/07/14/openais-new-flagship-model-deletes-files-on-its-own-people-keep-warning/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:new flagship
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.80
    Hype:        0.00
  Final: 0.120
  Publish?  [Y/N]   <- human review only

Story: Opening the Black Box: Unison Zero Parameter Model
  id=2646  source=reddit  final=0.130
  url: https://www.reddit.com/r/artificial/comments/1uwjwl6/opening_the_black_box_unison_zero_parameter_model/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:trained
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.80
    Hype:        0.00
  Final: 0.130
  Publish?  [Y/N]   <- human review only

Story: Google faces another AI training lawsuit from major publishers
  id=2490  source=rss  final=0.090
  url: https://techcrunch.com/2026/07/14/google-faces-another-ai-training-lawsuit-from-major-publishers/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:trained
    - kw:lawsuit
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: DeepMind CEO calls for an independent standards body to regulate frontier AI
  id=2494  source=rss  final=0.090
  url: https://techcrunch.com/2026/07/14/deepmind-ceo-calls-for-an-independent-standards-body-to-regulate-frontier-ai/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:frontier
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: [P] RL-training Qwen3.6 to RL-train tool using AI models [P]
  id=2429  source=reddit  final=0.210
  url: https://www.reddit.com/r/MachineLearning/comments/1uwfmfa/p_rltraining_qwen36_to_rltrain_tool_using_ai/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:rl-trained
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.80
    Hype:        0.00
  Final: 0.210
  Publish?  [Y/N]   <- human review only

Story: Anthropic opens Claude for Teachers with a promise not to train models on student data
  id=2488  source=rss  final=0.090
  url: https://the-decoder.com/anthropic-opens-claude-for-teachers-with-a-promise-not-to-train-models-on-student-data/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: All cross thread implementation of memory in chatgpt, claude, and gemini is unsafe
  id=2150  source=reddit  final=0.140
  url: https://www.reddit.com/r/artificial/comments/1uwdc0k/all_cross_thread_implementation_of_memory_in/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:gemini
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.60
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: Show HN: I RL-trained an agent that trains models with RL (for ~$1.3k)
  id=2461  source=hackernews  final=0.270
  url: https://github.com/Danau5tin/ai-trains-ai
  Bucket: MODEL RELEASE
  Matched:
    - source=hackernews
    - kw:rl-trained
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.270
  Publish?  [Y/N]   <- human review only

Story: Claude responds with more warmth in Hindi and more rigor in Russian, showing how language shapes AI answers
  id=2264  source=rss  final=0.120
  url: https://the-decoder.com/claude-values-study/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.80
    Hype:        0.00
  Final: 0.120
  Publish?  [Y/N]   <- human review only

Story: Anthropic analyzed 300,000 real Claude conversations to measure its values. The findings are uncomfortable.
  id=2322  source=reddit  final=0.100
  url: https://www.reddit.com/r/artificial/comments/1uvpob7/anthropic_analyzed_300000_real_claude/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:claude
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.60
    Hype:        0.00
  Final: 0.100
  Publish?  [Y/N]   <- human review only

Story: xAI's Grok Build CLI Uploads Git Repositories to a Google Cloud Bucket
  id=2098  source=hackernews  final=0.150
  url: https://www.internationalcyberdigest.com/xais-grok-build-cli-uploads-entire-git-repositories-to-a-google-cloud-bucket/
  Bucket: MODEL RELEASE
  Matched:
    - source=hackernews
    - kw:grok
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Anthropic starts localizing Claude pricing for India, its biggest market after the US
  id=2131  source=rss  final=0.090
  url: https://techcrunch.com/2026/07/13/anthropic-starts-localizing-claude-pricing-for-india-its-biggest-market-after-the-us/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
    - kw:market
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Nadella calls out AI labs like OpenAI and Anthropic for banning distillation while training on everyone else's data
  id=2136  source=rss  final=0.090
  url: https://the-decoder.com/nadella-calls-out-ai-labs-like-openai-and-anthropic-for-banning-distillation-while-training-on-everyone-elses-data/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:distillation
    - kw:ban
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Waze adds new AI-powered features and customization updates
  id=2127  source=rss  final=0.120
  url: https://techcrunch.com/2026/07/13/waze-adds-new-ai-powered-features-and-customization-updates/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:gemini
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.80
    Hype:        0.00
  Final: 0.120
  Publish?  [Y/N]   <- human review only

Story: Grok uploaded my user directory to xAI's servers
  id=2093  source=hackernews  final=0.110
  url: https://twitter.com/a_green_being/status/2076598897779020159
  Bucket: MODEL RELEASE
  Matched:
    - source=hackernews
    - kw:grok
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: [Study/Models] Flint: Compressing Reasoning Without Breaking It
  id=1971  source=reddit  final=0.100
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uv9o2u/studymodels_flint_compressing_reasoning_without/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:trained
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.60
    Hype:        0.00
  Final: 0.100
  Publish?  [Y/N]   <- human review only

Story: German AI consortium releases Soofi S, an open 30B model that tops benchmarks in both English and German
  id=2133  source=rss  final=0.190
  url: https://the-decoder.com/german-ai-consortium-releases-soofi-s-an-open-30b-model-that-tops-benchmarks-in-both-english-and-german/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:released
    - kw:releases
    - kw:released
    - kw:trained
  Score Components:
    Shipping:    0.50
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: Google’s SensorFM turns messy wearable sensor data into a general-purpose health intelligence layer
  id=2035  source=rss  final=0.090
  url: https://the-decoder.com/sensorfm/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:trained
    - kw:million
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Anthropic extends free Fable 5 access for subscribers as OpenAI's GPT-5.6 Sol heats up the pricing war
  id=2138  source=rss  final=0.090
  url: https://the-decoder.com/anthropic-extends-free-fable-5-access-for-subscribers-as-openais-gpt-5-6-sol-heats-up-the-pricing-war/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Claude Code now has a built-in browser that lets the AI read, click, and type on external websites
  id=2037  source=rss  final=0.090
  url: https://the-decoder.com/claude-code-now-has-a-built-in-browser-that-lets-the-ai-read-click-and-type-on-external-websites/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Claude Cowork's biggest use case is the mundane office work nobody wants to own, Anthropic says
  id=1923  source=rss  final=0.090
  url: https://the-decoder.com/claude-coworks-biggest-use-case-is-the-mundane-office-work-nobody-wants-to-own-anthropic-says/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:claude
    - kw:million
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only

Story: Need help tuning cache in llama-server
  id=1564  source=reddit  final=0.100
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu8g9f/need_help_tuning_cache_in_llamaserver/
  Bucket: MODEL RELEASE
  Matched:
    - source=reddit
    - kw:qwen
    - kw:miss
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.60
    Hype:        0.00
  Final: 0.100
  Publish?  [Y/N]   <- human review only

Story: What xAI's Grok build CLI sends to xAI: A wire-level analysis
  id=2085  source=hackernews  final=0.270
  url: https://gist.github.com/cereblab/dc9a40bc26120f4540e4e09b75ffb547
  Bucket: MODEL RELEASE
  Matched:
    - source=hackernews
    - kw:grok
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.270
  Publish?  [Y/N]   <- human review only

Story: Terrorist groups are using every major AI chatbot for attack planning and weapons development
  id=1731  source=rss  final=0.090
  url: https://the-decoder.com/terrorist-groups-are-using-every-major-ai-chatbot-for-attack-planning-and-weapons-development/
  Bucket: MODEL RELEASE
  Matched:
    - source=rss
    - kw:gemini
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.60
    Hype:        0.00
  Final: 0.090
  Publish?  [Y/N]   <- human review only


RESEARCH
--------

Story: Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution
  id=2624  source=arxiv  final=0.190
  url: https://arxiv.org/abs/2607.13034v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:agent
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.60
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: The Seriality Gap in Video Diffusion Models
  id=2625  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.13031v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:diffusion
    - kw:we find
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: TerraZero: Procedural Driving Simulation for Zero-Demonstration Self-Play at Scale
  id=2626  source=arxiv  final=0.340
  url: https://arxiv.org/abs/2607.13028v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we present
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.80
    Hype:        0.00
  Final: 0.340
  Publish?  [Y/N]   <- human review only

Story: PalmClaw: A Native On-Device Agent Framework for Mobile Phones
  id=2627  source=arxiv  final=0.340
  url: https://arxiv.org/abs/2607.13027v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:on-device
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:framework
    - kw:agent
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.50
    Novelty:     0.60
    Hype:        0.00
  Final: 0.340
  Publish?  [Y/N]   <- human review only

Story: A Shortcut to Statistically Steady-State Turbulence with Flow Matching
  id=2628  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.13022v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Audio-Native Speech Recognition with a Frozen Discrete-Diffusion Language Model
  id=2629  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.13013v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: Dynamic Resource Allocation for Ensemble Determinization MCTS
  id=2630  source=arxiv  final=0.140
  url: https://arxiv.org/abs/2607.13007v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we propose
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.80
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: The Spectrum Is Not Enough: When Context Helps Time-Series Forecasting
  id=2631  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.13006v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Watermark Forensics for Generative Models: An Information-Theoretic Perspective
  id=2632  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.13003v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Win by Silence: Deletion Non-Monotonicity, Autonomous Exploitation, and Typed-State Gating in LLM Plan Evaluation
  id=2633  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.12986v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:evaluation
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: Resist and Update: Counterfactual Report Coordinates for Incentive-Compatible LLMs
  id=2634  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.12985v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: FormalAnalyticGeo: A Neural-Symbolic Based Framework for Multimodal Analytic Geometry Problem Generation
  id=2635  source=arxiv  final=0.140
  url: https://arxiv.org/abs/2607.12982v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we present
    - kw:framework
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.80
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: Ensemble Controlled-Flow Filtering for Implicit Data Assimilation
  id=2636  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.12975v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
    - kw:forecast
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: The Illusion of Robustness: Aggregate Accuracy Hides Prediction Flips under Task-Irrelevant Context
  id=2637  source=arxiv  final=0.210
  url: https://arxiv.org/abs/2607.12963v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:deployed
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.50
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.210
  Publish?  [Y/N]   <- human review only

Story: Form, Not Content? A Preregistered, Placebo-Controlled Evaluation of Learned Error-Conditioned Self-Repair Through Prompts and Weights in Frozen Small Code Models
  id=2638  source=arxiv  final=0.440
  url: https://arxiv.org/abs/2607.12962v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:deployed
    - kw:weights
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:evaluation
  Score Components:
    Shipping:    0.50
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.50
    Novelty:     0.60
    Hype:        0.00
  Final: 0.440
  Publish?  [Y/N]   <- human review only

Story: Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis
  id=2639  source=arxiv  final=0.190
  url: https://arxiv.org/abs/2607.12954v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:forecast
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.60
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: ViHoRec: A Quality-Controlled Vietnamese Hotel Recommendation Dataset and Cold-Start Benchmark
  id=2640  source=arxiv  final=0.250
  url: https://arxiv.org/abs/2607.12946v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:benchmark
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:research
    - kw:benchmark
    - kw:dataset
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.250
  Publish?  [Y/N]   <- human review only

Story: Efficient Sequential Calibration with $O(T^{2/3-ε})$ Error Bound
  id=2641  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.12928v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we present
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Knowledge- and Gradient-Guided Reinforcement Learning for Parametrized Action Markov Decision Processes
  id=2642  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.12924v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:study
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: LatentFlow: A General Framework for Conditioning Stochastic Processes
  id=2643  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.12922v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
    - kw:framework
    - kw:neural
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Requential Coding: Pushing the Limits of Model Compression with Self-Generated Training Data
  id=2144  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.11883v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: Metacognition in LLMs: Foundations, Progress, and Opportunities
  id=2145  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.11881v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:survey
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: Invariant Learning Dynamics of Transformers in Inductive Reasoning Tasks
  id=2146  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.11875v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:trained
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we present
    - kw:framework
    - kw:transformer
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: A Minimalist Retargeting-Guided Reinforcement Learning Recipe for Dexterous Manipulation
  id=2147  source=arxiv  final=0.300
  url: https://arxiv.org/abs/2607.11874v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:arxiv
    - kw:preprint
    - kw:we present
    - kw:pipeline
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: A Durability and Cross-Language Transfer Benchmark for a Validated Teaching-Feedback Classification Protocol
  id=2148  source=arxiv  final=0.290
  url: https://arxiv.org/abs/2607.11873v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:benchmark
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:benchmark
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.60
    Hype:        0.00
  Final: 0.290
  Publish?  [Y/N]   <- human review only

Story: Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias
  id=2194  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.11871v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Evidence-Backed Video Question Answering
  id=2195  source=arxiv  final=0.280
  url: https://arxiv.org/abs/2607.11862v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:benchmark
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
    - kw:benchmark
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.280
  Publish?  [Y/N]   <- human review only

Story: AdvancedMathBench: A Benchmark Suite for Advanced Mathematical Proof Generation and Verification
  id=2196  source=arxiv  final=0.280
  url: https://arxiv.org/abs/2607.11849v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:benchmark
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
    - kw:benchmark
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.280
  Publish?  [Y/N]   <- human review only

Story: Input-Aware Dynamic Backdoor Attack Against Quantum Neural Networks
  id=2197  source=arxiv  final=0.180
  url: https://arxiv.org/abs/2607.11843v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we propose
    - kw:neural
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: LoRA-Based Cascaded Multimodal Fusion for Action Recognition in Medical Training Environments
  id=2198  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.11839v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:framework
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: Transformer-Guided Swarm Intelligence for Frugal Neural Architecture Search
  id=2199  source=arxiv  final=0.300
  url: https://arxiv.org/abs/2607.11826v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we propose
    - kw:framework
    - kw:neural
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.80
    Hype:        0.00
  Final: 0.300
  Publish?  [Y/N]   <- human review only

Story: MM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling Agents
  id=2200  source=arxiv  final=0.360
  url: https://arxiv.org/abs/2607.11818v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:benchmark
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we introduce
    - kw:framework
    - kw:benchmark
    - kw:agent
    - kw:agents
    - kw:evaluation
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.70
    Novelty:     0.80
    Hype:        0.00
  Final: 0.360
  Publish?  [Y/N]   <- human review only

Story: Relaxing Faithfulness with Intervention-Only Causal Discovery
  id=2201  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.11816v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Introducing Human-Centeredness in AI-Assisted Lexicography
  id=2202  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.11808v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:framework
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: Encoder-Side Neuron Identification and Amplification for Acoustic Perception in Large Audio-Language Models
  id=2203  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.11801v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: StoryTeller: Training-Free Narrative Grounding for Long-Form Audio Description
  id=2204  source=arxiv  final=0.140
  url: https://arxiv.org/abs/2607.11798v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:we propose
    - kw:framework
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.80
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: An Exact Instrument for State Usage in Selective State-Space Models, and the Input-Driven Migration It Reveals
  id=2205  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.11796v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: Forgetting Our Way to Shared Meaning: Effects of Forgetting on Conceptual Alignment in a Non-Partnership Coordination Game
  id=2206  source=arxiv  final=0.150
  url: https://arxiv.org/abs/2607.11787v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:arxiv
    - kw:preprint
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.60
    Hype:        0.00
  Final: 0.150
  Publish?  [Y/N]   <- human review only

Story: How Temperature Shapes Ideological Discourse in Retrieval-Augmented Generation?
  id=2207  source=arxiv  final=0.210
  url: https://arxiv.org/abs/2607.11783v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:reduce
    - kw:paper
    - kw:arxiv
    - kw:preprint
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.210
  Publish?  [Y/N]   <- human review only

Story: Evaluating RE Practices for Explainability: Synthesizing Insights from Daimler Truck into an Explainable RE Framework Proposal
  id=2208  source=arxiv  final=0.110
  url: https://arxiv.org/abs/2607.11771v1
  Bucket: RESEARCH
  Matched:
    - source=arxiv
    - kw:paper
    - kw:arxiv
    - kw:preprint
    - kw:framework
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.60
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only


BUSINESS
--------

Story: The founder of Hinge raised $18M to build a new AI dating service, Overtone
  id=2487  source=rss  final=0.030
  url: https://techcrunch.com/2026/07/14/the-founder-of-hinge-raised-18m-to-build-a-new-ai-dating-service-overtone/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:raised
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: How does a 102M-parameter transformer forecast multivariate time series?
  id=2654  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uwh9ko/how_does_a_102mparameter_transformer_forecast/
  Bucket: BUSINESS
  Matched:
    - source=reddit
    - kw:forecast
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: DeepSeek needs more cash just weeks after closing its first $7 billion round
  id=2502  source=rss  final=0.030
  url: https://the-decoder.com/deepseek-needs-more-cash-just-weeks-after-closing-its-first-7-billion-round/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:deepseek
    - kw:funding
    - kw:round
    - kw:billion
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Reflection inks $1B compute deal with Nebius
  id=2253  source=rss  final=0.290
  url: https://techcrunch.com/2026/07/14/reflection-inks-1b-compute-deal-with-nebius/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:open source
    - kw:deal
    - kw:compute deal
    - kw:billion
  Score Components:
    Shipping:    0.50
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.20
    Novelty:     0.00
    Hype:        0.00
  Final: 0.290
  Publish?  [Y/N]   <- human review only

Story: Did you know the CEO of OpenAI owns nearly 9% of Reddit while Reddit bans users for AI generated content?
  id=2324  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uw6sv6/did_you_know_the_ceo_of_openai_owns_nearly_9_of/
  Bucket: BUSINESS
  Matched:
    - source=reddit
    - kw:ipo
    - kw:stock
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: PixVerse's $2B valuation shows investors still believe AI video generation has room for another winner
  id=2262  source=rss  final=0.000
  url: https://the-decoder.com/pixverses-2b-valuation-shows-investors-still-believe-ai-video-generation-has-room-for-another-winner/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:valuation
    - kw:billion
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: OpenAI's Ad Business Is on Pace to Miss Its Own Forecast by 90%, Analyst Says
  id=2460  source=hackernews  final=0.020
  url: https://www.adweek.com/media/openais-ad-business-is-on-pace-to-miss-its-own-forecast-by-90-analyst-says/
  Bucket: BUSINESS
  Matched:
    - source=hackernews
    - kw:forecast
    - kw:miss
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Video-generation startup PixVerse raises $439M, valuation soars past $2B
  id=2267  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/13/video-generation-startup-pixverse-raises-439m-valuation-soars-past-2b/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:raises
    - kw:valuation
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Sam Altman’s space data center trash talk is what most experts already believe
  id=2121  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/13/sam-altmans-space-data-center-trash-talk-is-what-most-experts-already-believe/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:market
    - kw:data center
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: I love LLMs, I hate hype
  id=2086  source=hackernews  final=0.000
  url: https://geohot.github.io//blog/jekyll/update/2026/07/12/i-love-llms.html
  Bucket: BUSINESS
  Matched:
    - source=hackernews
    - kw:market
    - kw:opinion
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.10
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Wealthy AI workers send San Francisco house prices soaring
  id=2096  source=hackernews  final=0.020
  url: https://www.bbc.com/news/articles/c9q29j47v9ro
  Bucket: BUSINESS
  Matched:
    - source=hackernews
    - kw:market
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: OpenAI bets on families as ChatGPT goes deeper into households
  id=1730  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/11/openai-bets-on-families-as-chatgpt-goes-deeper-into-households/
  Bucket: BUSINESS
  Matched:
    - source=rss
    - kw:hiring
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Microsoft latest report shows 25% emissions raised due to AI data centers
  id=1786  source=hackernews  final=0.020
  url: https://www.windowscentral.com/microsoft/dropping-greenwashing-credits-and-expanding-ai-datacenters-caused-microsofts-25-percent-emissions-jump
  Bucket: BUSINESS
  Matched:
    - source=hackernews
    - kw:raised
    - kw:data center
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only


INFRASTRUCTURE
--------------

Story: I'm not a great artist — so I made an agent that turns my doodles on my Remarkable tablet into actually nice charcoal sketches. Real editable pen-line vectors too! Not just static images.
  id=2326  source=reddit  final=0.050
  url: https://www.reddit.com/r/artificial/comments/1uwbt7o/im_not_a_great_artist_so_i_made_an_agent_that/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: A new, state-of-the-art, agentic pipeline for easy Music Video creation
  id=2325  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uwbfos/a_new_stateoftheart_agentic_pipeline_for_easy/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:pipeline
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: The real bottleneck for AI agents may be proving who they are
  id=2314  source=reddit  final=0.190
  url: https://www.reddit.com/r/artificial/comments/1uw81un/the_real_bottleneck_for_ai_agents_may_be_proving/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:bottleneck
    - kw:agent
    - kw:agents
    - kw:the real
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.190
  Publish?  [Y/N]   <- human review only

Story: Coding agents think ahead of time
  id=2224  source=hackernews  final=0.060
  url: https://arxiv.org/abs/2607.05188
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agents
    - kw:think
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.060
  Publish?  [Y/N]   <- human review only

Story: We keep asking whether AI will replace us. The more useful question is what it means to share the world with it.
  id=2152  source=reddit  final=0.000
  url: https://www.reddit.com/r/artificial/comments/1uvvd13/we_keep_asking_whether_ai_will_replace_us_the/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.10
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Show HN: Nobie – an Excel-compatible runtime for agents and humans
  id=2223  source=hackernews  final=0.060
  url: https://nobie.com
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.060
  Publish?  [Y/N]   <- human review only

Story: Show HN: BillAI Bass, an AI-Powered Big Mouth Billy Bass Using Strands Agents
  id=2463  source=hackernews  final=0.180
  url: https://github.com/morganwilliscloud/billai-bass
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: The 'agent web' is coming — where AI agents talk directly to each other instead of scraping websites
  id=2316  source=reddit  final=0.050
  url: https://www.reddit.com/r/artificial/comments/1uviqvw/the_agent_web_is_coming_where_ai_agents_talk/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Turing Award winner Rich Sutton founds Oak Lab to build AI agents that learn on their own
  id=2123  source=rss  final=0.110
  url: https://the-decoder.com/turing-award-winner-rich-sutton-founds-oak-lab-to-build-ai-agents-that-learn-on-their-own/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=rss
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.40
    Novelty:     0.20
    Hype:        0.00
  Final: 0.110
  Publish?  [Y/N]   <- human review only

Story: I benchmarked 15 "E-Waste" GPUs with Modern Workloads
  id=1969  source=reddit  final=0.050
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uvcjd0/i_benchmarked_15_ewaste_gpus_with_modern_workloads/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:gpu
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Show HN: Clawk – Give coding agents a disposable Linux VM, not your laptop
  id=2091  source=hackernews  final=0.180
  url: https://github.com/clawkwork/clawk
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: AI agents may need an identity before they need more intelligence
  id=2323  source=reddit  final=0.050
  url: https://www.reddit.com/r/artificial/comments/1uuxhe6/ai_agents_may_need_an_identity_before_they_need/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Someone built an AI agent that hacks networks and holds data for ransom. It just worked.
  id=2151  source=reddit  final=0.050
  url: https://www.reddit.com/r/artificial/comments/1uuouu7/someone_built_an_ai_agent_that_hacks_networks_and/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Show HN: Juggler – an open-source GUI coding agent, by the creator of JUCE
  id=2225  source=hackernews  final=0.570
  url: https://github.com/juggler-ai/juggler
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:open-source
    - kw:agent
    - kw:agents
  Score Components:
    Shipping:    0.50
    Utility:     0.60
    Replication: 0.60
    Enthusiast:  1.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.570
  Publish?  [Y/N]   <- human review only

Story: Mechanistic interpretability researchers applying causality theory to LLMs
  id=2095  source=hackernews  final=0.020
  url: https://cacm.acm.org/news/can-we-understand-how-large-language-models-reason/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:safety
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Old and new apps, via modern coding agents
  id=2087  source=hackernews  final=0.130
  url: https://terrytao.wordpress.com/2026/07/11/old-and-new-apps-via-modern-coding-agents/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agent
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.20
    Hype:        0.00
  Final: 0.130
  Publish?  [Y/N]   <- human review only

Story: AI agents win at Slay the Spire 2 after researchers replace growing chat logs with structured memory
  id=1824  source=rss  final=0.040
  url: https://the-decoder.com/ai-agents-win-at-slay-the-spire-2-after-researchers-replace-growing-chat-logs-with-structured-memory/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=rss
    - kw:agents
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.20
    Novelty:     0.00
    Hype:        0.00
  Final: 0.040
  Publish?  [Y/N]   <- human review only

Story: Show HN: Mindwalk – Replay coding-agent sessions on a 3D map of your codebase
  id=2094  source=hackernews  final=0.180
  url: https://github.com/cosmtrek/mindwalk
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agent
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only

Story: **Your $80 Tesla P100 has been doing silently noisy math in llama.cpp for years. Three lines fix it, for free.**
  id=1975  source=reddit  final=0.320
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu6p9o/your_80_tesla_p100_has_been_doing_silently_noisy/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:llama.cpp
    - kw:fix
    - kw:gpu
    - kw:cuda
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.60
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.320
  Publish?  [Y/N]   <- human review only

Story: First attempts at a CPU setup - MS-02 Intel 285hx, trying Qwen3, Qwen3.6 and Gemma4
  id=1566  source=reddit  final=0.120
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu5ht0/first_attempts_at_a_cpu_setup_ms02_intel_285hx/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:gpu
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.45
    Novelty:     0.20
    Hype:        0.00
  Final: 0.120
  Publish?  [Y/N]   <- human review only

Story: Performance comparison on full compute performance (Anima) and LLM prompt processing of 5090 (600,475 and 400W) vs 6000 PRO MaxQ shunt modded and water cooled (at 300, 400, 475 and 600W), and 6000 PRO WS/SE (600W).
  id=1559  source=reddit  final=0.340
  url: https://www.reddit.com/r/LocalLLaMA/comments/1utvbey/performance_comparison_on_full_compute/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=reddit
    - kw:rtx
    - kw:comparison
    - kw:datacenter
    - kw:cuda
  Score Components:
    Shipping:    0.00
    Utility:     0.50
    Replication: 0.60
    Enthusiast:  0.45
    Novelty:     0.00
    Hype:        0.00
  Final: 0.340
  Publish?  [Y/N]   <- human review only

Story: Who manages the agents?
  id=2000  source=hackernews  final=0.100
  url: https://www.off-policy.com/dont-go-quietly-into-the-ai-night/
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:agent
    - kw:agents
    - kw:essay
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.50
    Novelty:     0.00
    Hype:        0.00
  Final: 0.100
  Publish?  [Y/N]   <- human review only

Story: Show HN: Reame – a CPU inference server that gets faster as it runs
  id=2001  source=hackernews  final=0.180
  url: https://github.com/swellweb/reame
  Bucket: INFRASTRUCTURE
  Matched:
    - source=hackernews
    - kw:faster
    - kw:gpu
    - kw:inference server
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.30
    Novelty:     0.00
    Hype:        0.00
  Final: 0.180
  Publish?  [Y/N]   <- human review only


CULTURE
-------

Story: Lorde says AI glasses are ‘not sexy’
  id=2587  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/14/lorde-says-ai-glasses-are-not-sexy/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: OpenAI pushes back on Apple trade secret lawsuit
  id=2589  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/14/openai-pushes-back-on-apple-trade-secret-lawsuit/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:lawsuit
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.10
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Anthropic’s newest ad is creeping people out
  id=2486  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/14/anthropics-newest-ad-is-creeping-people-out/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:criticism
    - kw:creeping
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Apple just sued OpenAI for trade secret theft. And Google quietly rewrote how the internet works.
  id=2652  source=reddit  final=0.000
  url: https://www.reddit.com/r/artificial/comments/1uwh06x/apple_just_sued_openai_for_trade_secret_theft_and/
  Bucket: CULTURE
  Matched:
    - source=reddit
    - kw:lawsuit
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.10
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Meta’s Adam Mosseri says AI token budgets could soon be capped per engineer
  id=2168  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/14/metas-adam-mosseri-says-ai-token-budgets-could-soon-be-capped-per-engineer/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: The real AI race may no longer be at the frontier
  id=2254  source=rss  final=0.290
  url: https://techcrunch.com/2026/07/14/the-real-ai-race-may-no-longer-be-at-the-frontier-open-models-hugging-face/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:production
    - kw:frontier
    - kw:says
    - kw:the real
  Score Components:
    Shipping:    0.50
    Utility:     0.00
    Replication: 0.60
    Enthusiast:  0.20
    Novelty:     0.00
    Hype:        0.00
  Final: 0.290
  Publish?  [Y/N]   <- human review only

Story: ChatGPT returns to WhatsApp in Europe after EU forces Meta to open the door to rival AI bots
  id=2258  source=rss  final=0.000
  url: https://the-decoder.com/chatgpt-returns-to-whatsapp-in-europe-after-eu-forces-meta-to-open-the-door-to-rival-ai-bots/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:eu
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: The wildest allegations in Apple’s trade secrets lawsuit against OpenAI
  id=2126  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/13/the-wildest-allegations-in-apples-trade-secrets-lawsuit-against-openai/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:lawsuit
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Chain of Thought is a scaling trap. the next wave is latent reasoning (Coconut / HRM / RecrusiveMAS)... but then we hit the black box wall. Where does BDH fit? [D]
  id=2444  source=reddit  final=0.050
  url: https://www.reddit.com/r/MachineLearning/comments/1uviru5/chain_of_thought_is_a_scaling_trap_the_next_wave/
  Bucket: CULTURE
  Matched:
    - source=reddit
    - kw:the future of
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Everyone keeps asking if AI will replace people. I think we’re asking the wrong question.
  id=2321  source=reddit  final=0.000
  url: https://www.reddit.com/r/artificial/comments/1uv9l8w/everyone_keeps_asking_if_ai_will_replace_people_i/
  Bucket: CULTURE
  Matched:
    - source=reddit
    - kw:think
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.10
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Meta kills Muse Image feature that let anyone generate AI photos of Instagram users without consent
  id=2042  source=rss  final=0.030
  url: https://the-decoder.com/meta-kills-muse-image-feature-that-let-anyone-generate-ai-photos-of-instagram-users-without-consent/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:controversial
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: OpenAI CEO Altman is now "pretty sure" AI is net job-creating, which is quite the pivot from predicting mass layoffs
  id=1921  source=rss  final=0.000
  url: https://the-decoder.com/openai-ceo-altman-is-now-pretty-sure-ai-is-net-job-creating-which-is-quite-the-pivot-from-predicting-mass-layoffs/
  Bucket: CULTURE
  Matched:
    - source=rss
    - kw:says
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: AI 2040 and the cult of intelligence
  id=1992  source=hackernews  final=0.020
  url: https://geohot.github.io//blog/jekyll/update/2026/07/11/ai-2040.html
  Bucket: CULTURE
  Matched:
    - source=hackernews
    - kw:essay
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Reverse centaurs are the answer to the AI paradox (2025)
  id=1999  source=hackernews  final=0.020
  url: https://pluralistic.net/2025/09/11/vulgar-thatcherism/#there-is-an-alternative
  Bucket: CULTURE
  Matched:
    - source=hackernews
    - kw:argues
    - kw:essay
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Apple sues OpenAI, accusing it of stealing company secrets
  id=1588  source=hackernews  final=0.020
  url: https://www.nytimes.com/2026/07/10/technology/apple-openai-lawsuit.html
  Bucket: CULTURE
  Matched:
    - source=hackernews
    - kw:lawsuit
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only


UNCATEGORIZED
-------------

Story: OpenAI’s first hardware device is reportedly a screenless speaker that can move
  id=2584  source=rss  final=0.030
  url: https://techcrunch.com/2026/07/14/openais-first-hardware-device-is-reportedly-a-screenless-speaker-that-can-move/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Financing the AI boom: from cash flows to debt [pdf]
  id=2672  source=hackernews  final=0.020
  url: https://www.bis.org/publ/bisbull120.pdf
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Google Search now generates AI images when it can't find what you're looking for on the web
  id=2164  source=rss  final=0.030
  url: https://the-decoder.com/google-search-now-generates-ai-images-when-it-cant-find-what-youre-looking-for-on-the-web/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Google Images gets a Pinterest-like redesign focused on discovery
  id=2166  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/14/google-images-gets-a-pinterest-like-redesign-focused-on-discovery/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: AWS and Bluesight build AI for hospital 340B compliance
  id=2167  source=rss  final=0.000
  url: https://www.artificialintelligence-news.com/news/aws-and-bluesight-build-ai-for-hospital-340b-compliance/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Are we offloading too much of our thinking to AI?
  id=2219  source=hackernews  final=0.020
  url: https://www.artfish.ai/p/offloading-thinking-to-ai
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: The Agentic Loop: Three loops in a trench coat
  id=2562  source=hackernews  final=0.020
  url: https://www.bobbytables.io/p/the-agentic-loop-three-loops-in-a
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Spotify expands its AI push with a ChatGPT-like music assistant
  id=2255  source=rss  final=0.030
  url: https://techcrunch.com/2026/07/14/spotify-expands-its-ai-push-with-a-chatgpt-like-music-assistant/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Superhuman’s new auto-draft feature almost makes me like AI replies
  id=2256  source=rss  final=0.030
  url: https://techcrunch.com/2026/07/14/superhumans-new-auto-draft-feature-almost-makes-me-like-ai-replies/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Proof of care in the age of AI
  id=2217  source=hackernews  final=0.020
  url: https://jacobfilipp.com/care/
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Codex starts encrypting sub-agent prompts
  id=2157  source=hackernews  final=0.140
  url: https://github.com/openai/codex/issues/28058
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: Demis Hassabis has a plan to harness AI safely
  id=2220  source=hackernews  final=0.020
  url: https://twitter.com/demishassabis/status/2076957440109625718
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: The first AI was a syllogism machine in 1956. We're still building the same thing.
  id=2317  source=reddit  final=0.040
  url: https://www.reddit.com/r/artificial/comments/1uw23qw/the_first_ai_was_a_syllogism_machine_in_1956_were/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.20
    Hype:        0.00
  Final: 0.040
  Publish?  [Y/N]   <- human review only

Story: How many on-the-fly augmentations per image for a single-class segmentation mode [R]
  id=2432  source=reddit  final=0.050
  url: https://www.reddit.com/r/MachineLearning/comments/1uvxt70/how_many_onthefly_augmentations_per_image_for_a/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Inside Ghostcommit: How Malicious PNGs Bypass AI Code Reviewers
  id=2327  source=reddit  final=0.040
  url: https://www.reddit.com/r/artificial/comments/1uvxqg5/inside_ghostcommit_how_malicious_pngs_bypass_ai/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.20
    Hype:        0.00
  Final: 0.040
  Publish?  [Y/N]   <- human review only

Story: Uber’s product chief on hotels, robotaxis, and why the company doesn’t want to be ‘everything for everyone’
  id=2266  source=rss  final=0.030
  url: https://techcrunch.com/2026/07/13/ubers-product-chief-on-hotels-robotaxis-and-why-the-company-doesnt-want-to-be-everything-for-everyone/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.20
    Hype:        0.00
  Final: 0.030
  Publish?  [Y/N]   <- human review only

Story: Samsung Health app threatens data deletion if users opt out AI training
  id=2158  source=hackernews  final=0.020
  url: https://neow.in/cWsyMTV3
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Show HN: I implemented a neural network in SQL
  id=2226  source=hackernews  final=0.140
  url: https://github.com/xqlsystems/xarray-sql/blob/claude/xarray-sql-mnist-demo/benchmarks/nn.py
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: AI is a bad tool
  id=2221  source=hackernews  final=0.020
  url: https://bytecode.news/posts/2026/07/user-submission-ai-is-a-bad-tool
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: What Anthropic’s latest AI discovery does—and doesn’t—show
  id=2125  source=rss  final=0.000
  url: https://www.technologyreview.com/2026/07/13/1140343/what-anthropics-latest-ai-discovery-does-and-doesnt-show/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Is there any kind of AI that could "read" huge loads of emails and give a "mark" according to a given expected result?
  id=2318  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uvgqrn/is_there_any_kind_of_ai_that_could_read_huge/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: Should AI help you get away with killing your spouse?
  id=2130  source=rss  final=0.000
  url: https://techcrunch.com/2026/07/13/should-ai-help-you-get-away-with-killing-your-spouse/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Nobel laureates and AI leaders warn the window to prepare for AI's economic impact is closing fast
  id=2129  source=rss  final=0.000
  url: https://the-decoder.com/nobel-laureates-and-ai-leaders-warn-the-window-to-prepare-for-ais-economic-impact-is-closing-fast/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Show HN: Jacquard, a programming language for AI-written, human-reviewed code
  id=2222  source=hackernews  final=0.140
  url: https://github.com/jbwinters/jacquard-lang
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.140
  Publish?  [Y/N]   <- human review only

Story: Wan-Dancer: A Hierarchical Framework for Minute-scale Coherent Music-to-Dance Generation
  id=1972  source=reddit  final=0.010
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uvdaq7/wandancer_a_hierarchical_framework_for/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: MCP…. Is bad?
  id=1981  source=reddit  final=0.050
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uvaqxp/mcp_is_bad/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: For a silent revolution in the singularity scene
  id=2149  source=reddit  final=0.040
  url: https://www.reddit.com/r/artificial/comments/1uv63ms/for_a_silent_revolution_in_the_singularity_scene/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.20
    Hype:        0.00
  Final: 0.040
  Publish?  [Y/N]   <- human review only

Story: Zig Creator Calls Spade a Spade, Anthropic Blows Smoke
  id=2084  source=hackernews  final=0.020
  url: https://raymyers.org/post/zed-creator-calls-spade-a-spade/
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Evaluating J-space entropy as an error predictor across 7 datasets on Qwen3-4B [R]
  id=2433  source=reddit  final=0.050
  url: https://www.reddit.com/r/MachineLearning/comments/1uv5l75/evaluating_jspace_entropy_as_an_error_predictor/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: The print success rates nobody talks about :Meshy vs Hi3D after 50+ models.
  id=2319  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uv50ty/the_print_success_rates_nobody_talks_about_meshy/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: Is the "J-Space" an emergent feature, or a strategic response to optimization pressure?
  id=2313  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uuz89v/is_the_jspace_an_emergent_feature_or_a_strategic/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: Ask HN: Add flag for AI-generated articles
  id=2083  source=hackernews  final=0.020
  url: https://news.ycombinator.com/item/48886741
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: The One-Step Trap (In AI Research)
  id=2097  source=hackernews  final=0.050
  url: http://incompleteideas.net/IncIdeas/OneStepTrap.html
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.20
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: this openai court story is starting to look ugly
  id=2320  source=reddit  final=0.010
  url: https://www.reddit.com/r/artificial/comments/1uul5ef/this_openai_court_story_is_starting_to_look_ugly/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: LinkedIn is the undisputed king of long-form AI slop, according to a study spanning five platforms
  id=2039  source=rss  final=0.000
  url: https://the-decoder.com/linkedin-is-the-undisputed-king-of-long-form-ai-slop-according-to-a-study-spanning-five-platforms/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Local Image to 3D (<2gb RAM, <20s, Apple Silicon, iPhone)
  id=1980  source=reddit  final=0.170
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uuga40/local_image_to_3d_2gb_ram_20s_apple_silicon_iphone/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.60
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.170
  Publish?  [Y/N]   <- human review only

Story: Working around Qwen3.6-27B's tool-call failures and looping
  id=1984  source=reddit  final=0.050
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uue278/working_around_qwen3627bs_toolcall_failures_and/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Obtaining Irregular Learning Curves with HyberBand Tuned ANN model for Price Prediction [P]
  id=2431  source=reddit  final=0.050
  url: https://www.reddit.com/r/MachineLearning/comments/1uud3qj/obtaining_irregular_learning_curves_with/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.25
    Novelty:     0.00
    Hype:        0.00
  Final: 0.050
  Publish?  [Y/N]   <- human review only

Story: Grades dropped from 96 to 48 percent when a Brown professor made students take the exam without AI
  id=1924  source=rss  final=0.000
  url: https://the-decoder.com/grades-dropped-from-96-to-48-percent-when-a-brown-professor-made-students-take-the-exam-without-ai/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: I mapped Anthropic’s J-Space Hallucination signal across 7 datasets on Qwen3-4B to find out where it works and where it breaks
  id=1978  source=reddit  final=0.010
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu61wb/i_mapped_anthropics_jspace_hallucination_signal/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: I didn't give up - extGemma4-40_5B returned
  id=1966  source=reddit  final=0.010
  url: https://www.reddit.com/r/LocalLLaMA/comments/1uu4hxp/i_didnt_give_up_extgemma440_5b_returned/
  Bucket: UNCATEGORIZED
  Matched:
    - source=reddit
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.05
    Novelty:     0.00
    Hype:        0.00
  Final: 0.010
  Publish?  [Y/N]   <- human review only

Story: Mesh LLM: distributed AI computing on iroh
  id=2088  source=hackernews  final=0.020
  url: https://www.iroh.computer/blog/mesh-llm
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: Stop Telling Me to Ask an LLM
  id=2090  source=hackernews  final=0.020
  url: https://blog.yaelwrites.com/stop-telling-me-to-ask-an-llm/
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only

Story: OpenAI's GPT-5.6 Sol Ultra reportedly solves a 50-year-old math problem in under an hour
  id=1828  source=rss  final=0.000
  url: https://the-decoder.com/openais-gpt-5-6-sol-ultra-reportedly-solves-a-50-year-old-math-problem-in-under-an-hour/
  Bucket: UNCATEGORIZED
  Matched:
    - source=rss
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.00
    Novelty:     0.00
    Hype:        0.00
  Final: 0.000
  Publish?  [Y/N]   <- human review only

Story: Ghost Font: A font that humans can read but AI cannot
  id=1776  source=hackernews  final=0.020
  url: https://www.mixfont.com/ghost-font
  Bucket: UNCATEGORIZED
  Matched:
    - source=hackernews
    - (no rule fired)
  Score Components:
    Shipping:    0.00
    Utility:     0.00
    Replication: 0.00
    Enthusiast:  0.10
    Novelty:     0.00
    Hype:        0.00
  Final: 0.020
  Publish?  [Y/N]   <- human review only


======================================================================
BUCKET DISTRIBUTION
======================================================================
  SHIPPING          12
  LOCAL AI           9
  PROBLEM SOLVED    19
  MODEL RELEASE     24
  RESEARCH          40
  BUSINESS          13
  INFRASTRUCTURE    23
  CULTURE           15
  UNCATEGORIZED     45

HUMAN REVIEW TALLY (fill in after manual pass):
  Published:  0
  Rejected:   0
  Borderline: 0

First question is not 'is the classifier accurate?'
First question: 'Would we proudly publish these stories?'
======================================================================
