Audit Agent completion and recovery research
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# Project Status
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last_reviewed: 2026-07-27
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baseline_before_update: `8e4ff37`
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baseline_before_update: `5373d56`
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branch: `main`
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remote: `https://git.k1412.top/wuyang/agent.git`
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@@ -47,6 +47,21 @@ The memory research snapshot contains:
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The strongest current conclusion is that recent progress is concentrated in better diagnosis/evaluation and task-specific execution-state memory, not a universal memory architecture. Read `research/memory/findings.md` before making memory design claims.
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The Agent completion/verification research snapshot contains:
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| Stage | Count |
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| --- | ---: |
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| full-text problem-driven pool | 40 |
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| papers promoted into the evidence ledger | 37 |
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| historical context only | 3 |
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Its strongest conclusion is that Agent completion is an evidence contract over intended effects,
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forbidden effects, required procedure, and remaining uncertainty. State checks, trace rules, learned
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judges, and humans have different jobs; none is a universal oracle. Verification and recovery are
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separate capabilities, and recovery must distinguish detection, localization, routing, restoration,
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and re-verification. Read `research/completion-verification/findings.md` before extending the Agent
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evaluation contract.
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## Artifact Map
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| Area | Source of truth | What it contains |
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| industry | `industry/` | official reports, blogs, products, benchmarks |
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| collection runs | `collection-runs/` | queries, scope, counts, method notes |
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| collection tools | `tools/collection/` | item creation, arXiv collection, promotion, indexing, URL checks |
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| research | `research/memory/` | field findings and evidence ledger |
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| research | `research/memory/`, `research/completion-verification/` | field findings and evidence ledgers |
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| Agent evaluation | `research/evaluation/` | executable design contract for task suites, validators, paired comparisons, and release gates |
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| evaluation data/tools | `data/evaluation/`, `tools/evaluation/` | versioned task contracts and JSONL result scorer |
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| evaluation report | `evaluation-site/` | Chinese interactive explanation of the contract, decision gates, tasks, and artifacts |
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| research data | `data/research/` | committed corpus, screening, landscape and CSV ledger |
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| research tools | `tools/research/` | paginated search, abstract fetch, screening, classification, landscape build |
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| experiments | `experiments/knowledge-compilation/` | failed pilot and completed field audit |
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| experiments | `experiments/knowledge-compilation/` | failed pilot and completed full-text research audits |
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| learning prototype | `learning/agent-memory/` | preserved failed 12-paper learning module |
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| web application | `web/` | Atlas, search agent, paper reader/chat, Ollama actions |
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| project integrity | `tools/check_project.py` | offline structural and data checks |
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@@ -99,6 +114,20 @@ paginated arXiv queries + local memory-tagged papers
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Do not merge these two lines silently. The first is a broad browsing corpus; the second is an evidence audit with explicit boundaries.
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The Agent completion audit follows the same evidence discipline without a model-assisted screening
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stage:
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```text
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problem-driven arXiv candidates
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-> 40 downloaded and text-located full papers
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-> 37 audited experiment/ablation/limitation records
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-> research/completion-verification/evidence-ledger.md
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-> research/completion-verification/findings.md
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```
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The PDF and extracted-text working set was temporary. The committed evidence ledger preserves source
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IDs, key numbers, claim boundaries, and exclusions so another researcher can refetch the sources.
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The Agent evaluation design follows a third line:
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```text
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@@ -111,7 +140,10 @@ zk-data-agent runtime/events + Zero decision-loop constraints
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```
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Only the task contracts and scorer exist in this repository. The reusable runner, fixtures, validators,
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and real-model comparison still need to be implemented in `zk-data-agent`.
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and real-model comparison still need to be implemented in `zk-data-agent`. That implementation is
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intentionally paused while the research findings are reviewed. Before implementation, task contracts
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need separate outcome/invariant/procedure/semantic-residual layers, non-binary
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`ambiguous/unverifiable` states, and explicit recovery-stage fields.
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`evaluation-site/` visualizes this contract but does not add evidence. Its adjustable decision values are
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explicitly labeled as a method simulation, not a real benchmark.
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