Files
athena-oracle/docs/vision/AI_NEWS_DAILY_TIERS.md
Epictetus 5224645703 Sprint 1.5 prep: Leonard->Architect feedback, aiND 7-tier DNA doc, Issue 002 (PROPOSED)
- docs/vision/LEONARD_FEEDBACK_TO_ARCHITECT.md: 4 resolutions (naming aiND vs Athena; T6
  practitioner-gate; T1 has no engine signal yet/actionability_score reserved; ingestion audit
  is mandatory for indispensable editions) + 2 risks (success metric is human-only; schema
  forward-compatible, no change in 1.5).
- docs/vision/AI_NEWS_DAILY_TIERS.md: 7-tier hierarchy + Builder-Outcome DNA + 4 editorial
  questions + T6 gate. LOCKED reference for edition curation.
- Issue_002.md: PROPOSED hand-curated edition from live 60-story window; T1-T5 + T6 gate;
  founder confirmation required before 'shipped'. ~11/60 cleared Editorial Test -> exposes
  ingestion-supply problem.

Sprint 1.5 = multiple hand editions; Lens/Memory/Narratives/KG deferred. No schema change.
2026-07-15 06:25:41 +00:00

2.5 KiB

AI News Daily — Story Tiers & Builder-Outcome DNA

Publication: aiND (see AI_NEWS_DAILY_VISION_V2.md) Status: LOCKED 2026-07-15, part of Sprint 1.5 build plan Authority: Story competition order. Higher tier wins when space is limited.


The DNA: Builder Outcomes

We are not primarily interested in: announcements, predictions, funding, lawsuits, CEO opinions. We are interested in: what did somebody actually accomplish?

Examples of Builder Outcomes:

  • Saved money
  • Saved time
  • Built something useful
  • Got customers
  • Reduced token costs
  • Increased throughput
  • Shipped a product
  • Solved a problem

7-Tier Hierarchy (competition order)

Tier Name Examples Coverage
T1 Builder Outcomes "I reduced token spend 70%", "I replaced API costs with local models", "I automated my reporting", "I got my first paying customer" Gold
T2 What Shipped Today New OSS projects, agents, tools, releases High
T3 Run It Locally GGUF, Ollama, llama.cpp, VRAM discoveries, quantizations High
T4 Benchmarks & Builds GPU testing, throughput, home-lab experiments, HW optimization Medium
T5 Problem Solved Production lessons, cost reductions, workflow improvements Medium
T6 Important Developments Major model releases, API changes, significant platform changes Practitioner-gate only
T7 Noise Funding, lawsuits, CEO comments, valuations Near-zero

T6 Practitioner Gate (mandatory)

A T6 item is included only if a practitioner can act on it: must migrate an API, can run the model locally, or it changes your stack. A model release with no reproducible substance drops to T7.


The Four Editorial Questions

Every candidate story should answer:

  1. What happened?
  2. What was shipped?
  3. What useful thing did somebody accomplish?
  4. What can the reader do with this?

The strongest stories answer all four. T1 stories always answer 3 and 4.


Engine Note (Athena)

T1 has no engine signal yet — the Sprint 1 scorer measures shipping/utility/replication/enthusiast/novelty, not accomplishment. actionability_score is reserved (currently 0) as the future home for T1 detection. Until Sprint 2+, T1 ranking is human curation only.

Sprint 1.5 Scope

Produce multiple hand-curated editions (Issue 002+) from live data. No Lens, no Narratives, no Memory, no Knowledge Graph. Success metric is human: "Would I miss today's edition if it didn't arrive?" — not clicks, score, or rank.