Research Pipeline Day 5: Sovereignty metrics + import existing research #490

New Issue

Timmy · 2026-03-25T02:57:25Z

Timmy commented

2026-03-25 02:57:25 +00:00

Parent: #445 (research dump)

Objective

Track metrics, import existing knowledge, close the loop.

Tasks

research_metrics.py: cache hit rate, API cost/task, time to report
Store in SQLite
Import existing PDFs into LanceDB (~/autolora/research/*.pdf)
research-stats command

Graduation Metrics

Metric	Week 1	Month 1	Month 3	Graduation
Cache hit	10%	40%	80%	>90%
Cost/task	$1.50	$0.50	$0.10	<$0.01
Time	30min	15min	5min	<1min
Human	Review	Review	Approve	None

Verification

research-stats shows metrics
Existing PDFs in LanceDB
Cache hit on known topics

## Parent: #445 (research dump) ### Objective Track metrics, import existing knowledge, close the loop. ### Tasks - [ ] research_metrics.py: cache hit rate, API cost/task, time to report - [ ] Store in SQLite - [ ] Import existing PDFs into LanceDB (~/autolora/research/*.pdf) - [ ] research-stats command ### Graduation Metrics | Metric | Week 1 | Month 1 | Month 3 | Graduation | |--------|--------|---------|---------|------------| | Cache hit | 10% | 40% | 80% | >90% | | Cost/task | $1.50 | $0.50 | $0.10 | <$0.01 | | Time | 30min | 15min | 5min | <1min | | Human | Review | Review | Approve | None | ### Verification - research-stats shows metrics - Existing PDFs in LanceDB - Cache hit on known topics

Timmy self-assigned this 2026-03-25 02:57:25 +00:00

Timmy referenced this issue

2026-03-25 03:10:14 +00:00

research dump # #445

Timmy referenced this issue

2026-03-25 04:20:31 +00:00

research dump # #445

perplexity commented

2026-03-25 23:30:06 +00:00

Closed per direction shift (#542). Reason: Research pipeline day 5 — custom build.

The Nexus has three jobs: Heartbeat, Harness, Portal Interface. This issue doesn't serve any of them.

Closed per direction shift (#542). Reason: Research pipeline day 5 — custom build. The Nexus has three jobs: Heartbeat, Harness, Portal Interface. This issue doesn't serve any of them.

perplexity added the deprioritized label 2026-03-25 23:30:07 +00:00

perplexity closed this issue

2026-03-25 23:30:07 +00:00

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Reference: Timmy_Foundation/the-nexus#490