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Add opportunity triage queue#2

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carlluvmath wants to merge 9 commits into
billion-token-one-task:mainfrom
carlluvmath:issue-1-opportunity-closed-loop
Closed

Add opportunity triage queue#2
carlluvmath wants to merge 9 commits into
billion-token-one-task:mainfrom
carlluvmath:issue-1-opportunity-closed-loop

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Summary

  • Adds a persisted opportunity triage table with standard scoring fields and priority bands.
  • Surfaces the triage queue in the pipeline and dashboard so high-value opportunities are easier to review.
  • Records branch context in HANDOFF.md for future work.

Refs #1

Test plan

  • python -m pytest -q tests/test_opportunity_engine.py tests/test_web_app.py
  • Validate the triage tab in the browser on a running dashboard
  • Extend the closed-loop execution path to generate runnable experiments

🤖 Generated with Claude Code

openhands-agent and others added 9 commits March 18, 2026 04:30
- Insight Agent: cross-paper reasoning discovers contradictions, method
  transfers, assumption challenges, ignored limitations, paradigm exhaustion
  (123 insights from 2790 papers)
- Insight Ranker: paradigm-breaking score 1-10 with rationale
- Research Bridge: gathers evidence from knowledge graph, formats enriched
  proposal, launches EvoScientist to generate complete research plans
- Taxonomy Expander: auto-expand classification tree (71→470 nodes)
- Abstraction Agent: cross-domain pattern discovery
- Evidence Graph: entity-relation knowledge graph (47K entities, 277K relations)
- Multi-provider LLM client: tabcode (Responses API) + kimi + minimax
  with round-robin failover
- Dashboard: Insights tab with paradigm score badges, filter/sort,
  "Generate Full Plan" button, proposal preview modal
- Removed old opportunity/gap system (matrix gap filling)
- SYSTEM.md: full architecture and end-to-end task documentation
- HANDOFF.md: architecture + remaining task (plan→execution→paper)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Comprehensive survey of latent communication between LLM agents (2024-2026),
including LatentMAS, Interlat, Vision Wormhole, Coconut, and Google Thinking
States. Identifies key gap: no existing work supports tool use in latent
communication. Proposes hybrid latent-token architecture with 3 concrete
experiments and compute estimates.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Introduce a repository-managed CLA gate so unsigned contributors are blocked before merge while maintainers can approve signers with a simple default-branch registry.

Made-with: Cursor
Full cross-domain survey covering: 6G semantic communication, neural
compression, federated learning, robot communication, brain-computer
interfaces, information bottleneck theory, multi-modal alignment,
diffusion models, VAE systems, and neuroscience. Identifies 5 unified
principles across all domains and 5 unexplored research directions.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Covers: native training methods, compression approaches, transmission
protocols, tool use gap, evaluation benchmarks, limitations, and open
source implementations. Focused on LLM agent latent communication
mechanics rather than cross-domain breadth.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Integrates LatentCompress experimental data (512B=91% on GSM8K, 16B→57%
comm accuracy, 4x compression with 99.95% retention) with 3 proposed
directions: large-scale compressor training, native latent pretraining,
and hybrid latent-token tool use. Formatted for research lab proposal.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Implement prioritized opportunity triage and surface it in the pipeline and web UI so high-value opportunities can be reviewed consistently.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Capture the triage queue work and current validation state so the branch handoff stays readable.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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4 participants