feat: Deep research upgrade so sisyphus and the architect now have 3 possible research types: librarian standard, librarian deep, and true deep research with reflexion
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@@ -13,6 +13,13 @@ this agent runs a fixed graph: every request goes through the same
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`plan -> parallel research -> vet -> critique -> synthesize -> verify -> approve`
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pipeline.
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Two variables tune a run (pass via `--variables`): `reflexion_budget`
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(default 2) caps the automated critique -> re-research passes — raise it
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to let the run churn until the critique passes — and
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`autonomy: autonomous` skips the final human approval gate so other
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agents can spawn this one autonomously. Each sub-question is researched
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by a spawned `librarian` running at deep budgets.
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This agent is also the **canonical reference for the Coyote graph
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system**: it exercises every node type (`script`, `llm`, `rag`, `map`,
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`agent`, `input`, `approval`, `end`) and both static fan-out and
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@@ -7,7 +7,12 @@ description: |
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delegates the final write-up to a focused sub-agent, checks that the
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cited sources are reachable, and gates the result behind human
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approval. A reviewer's free-form feedback at the approval step feeds
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back into another research pass.
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back into another research pass. Each sub-question is researched by a
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spawned librarian running at deep budgets. Tunable via --variables:
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reflexion_budget (default 2) caps the automated critique->re-research
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passes - raise it to let the run churn until the critique passes;
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autonomy=autonomous skips the human approval gate (REQUIRED when
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another agent spawns this one).
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This is the canonical Coyote graph-agent reference: it exercises every
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node type (script, llm, rag, map, agent, input, approval, end) and
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@@ -27,8 +32,16 @@ conversation_starters:
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- 'How does HTTP/3 differ from HTTP/2?'
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- 'Summarize recent advances in solid-state battery chemistry'
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variables:
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- name: reflexion_budget
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description: "Max automated critique->re-research passes before synthesis proceeds anyway. Default 2; raise it (4-8) for exhaustive runs that should churn until the critique passes."
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default: '2'
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- name: autonomy
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description: "supervised (default): the finished report stops at the human approval gate. autonomous: skip the gate and return the report directly - REQUIRED when another agent spawns this one (a human gate would block the run)."
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default: 'supervised'
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settings:
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max_loop_iterations: 40
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max_loop_iterations: 120
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log_state_snapshots: false
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validate_before_run: true
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max_concurrency: 4
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@@ -142,23 +155,11 @@ nodes:
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research_one_question:
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id: research_one_question
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type: llm
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instructions: |
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You are a web research assistant. Investigate the SINGLE question
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given to you using your tools: search the web, fetch and read
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pages, and search arXiv for academic sources.
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Rules:
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- Every factual claim must be backed by a real source you
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actually retrieved. Never fabricate URLs, page titles,
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authors, or DOIs.
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- Prefer primary and authoritative sources over aggregators.
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- Where sources disagree, report the disagreement rather than
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papering over it.
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- Put the URL (or DOI) inline next to each claim it supports.
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Return organized findings in plain text. Do not include
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meta-commentary about the process.
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type: agent
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agent: librarian
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# The leaf research primitive: triage -> doc+OSS search -> cited
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# synthesis. `inputs:` overlays the librarian graph's initial state,
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# pinning research_depth to deep for every sub-question lane.
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prompt: |
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Research question: {{question}}
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@@ -166,16 +167,13 @@ nodes:
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{{local_context}}
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{{research_feedback}}
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tools:
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- web_search_coyote
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- fetch_url_via_curl
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- search_arxiv
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- mcp:ddg-search
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max_iterations: 10
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inputs:
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research_depth: deep
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timeout: 1900
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max_attempts: 2
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state_updates:
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finding: '{{output}}'
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# On failure the engine writes "LLM node ...failed: <chain>" into `finding`
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# On failure the engine writes "Agent node failed: <chain>" into `finding`
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# via the state_updates above BEFORE routing to the fallback. The marker
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# is branch-local: a map branch's fallback must stay inside the branch.
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fallback: question_fault
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@@ -312,6 +310,13 @@ nodes:
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id: verify_sources
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type: script
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script: scripts/verify_sources.py
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next: approval_gate
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approval_gate:
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id: approval_gate
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type: script
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description: Autonomy router - autonomous runs (spawned by another agent) skip the human approval gate and end accepted with the source check + pipeline notes attached; supervised (default) proceeds to the approval node. A crash fails forward via `next` to approve, the safe human-gated direction.
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script: scripts/approval_gate.py
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next: approve
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approve:
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@@ -348,6 +353,15 @@ nodes:
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type: end
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output: '{{report}}{{pipeline_notes}}'
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end_autonomous:
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id: end_autonomous
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type: end
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output: |
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{{report}}
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----
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{{source_check}}{{pipeline_notes}}
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end_rejected:
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id: end_rejected
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type: end
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@@ -0,0 +1,38 @@
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#!/usr/bin/env python3
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"""Autonomy router for deep-research's approval gate.
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Runs after verify_sources. When the `autonomy` variable is
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'autonomous' (the run was spawned by another agent — architect or
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sisyphus research tiers — with no human at the terminal), the report
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skips the human approval node and ends accepted: the reflexion loop
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already served as the quality gate, and end_autonomous carries the
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source check + pipeline notes with the report so the caller sees them.
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Any other value (default 'supervised') proceeds to the human approval
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gate unchanged.
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Routing (`_next`):
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- autonomy == 'autonomous' -> end_autonomous
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- anything else -> approve
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Fail-safe: a crash here fails FORWARD via the node's `next` to
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`approve` — the safe, human-gated direction.
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"""
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import json
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import os
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def load_state():
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if path := os.environ.get("GRAPH_STATE_FILE"):
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with open(path) as f:
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return json.load(f)
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return json.loads(os.environ.get("GRAPH_STATE", "{}"))
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def main():
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state = load_state()
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autonomy = str(state.get("autonomy") or "supervised").strip().lower()
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target = "end_autonomous" if autonomy == "autonomous" else "approve"
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print(json.dumps({"_next": target}))
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main()
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@@ -4,10 +4,11 @@
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Reached ONLY via research_one_question's `fallback:` route inside the
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`research_each_question` map branch (branch-local — a map branch's fallback
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must stay inside the branch subgraph). Grounded in engine behavior: on
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llm-node failure the engine writes "LLM node …failed: <chain>" into
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`finding` via the node's state_updates BEFORE routing to the fallback (on
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success the same key holds the researched findings, which never start with
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the "LLM node" prefix). This node normalizes the failure text into a
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branch failure the engine writes its failure text into `finding` via the
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node's state_updates BEFORE routing to the fallback — "Agent node failed:
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<chain>" now that the branch spawns a librarian agent, "LLM node …failed:
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<chain>" for an llm branch (on success the same key holds the researched
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findings, which never start with either prefix). This node normalizes the failure text into a
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PIPELINE-FAULT finding and the chain ends here — the map collects the fault
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as the lane's `finding`, so one dead research lane never sinks the whole
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map. combine_findings later lifts PIPELINE-FAULT findings into
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@@ -53,7 +54,7 @@ def main():
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state = load_state()
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raw = state.get("finding")
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detail = raw.strip().replace("\n", " ") if isinstance(raw, str) else ""
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if not detail.startswith("LLM node"):
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if not detail.startswith(("LLM node", "Agent node")):
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detail = "the research lane died without recording a failure detail"
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if len(detail) > MAX_DETAIL_CHARS:
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detail = detail[: MAX_DETAIL_CHARS - 1] + "…"
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@@ -2,7 +2,8 @@
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"""Reflexion gate for deep-research.
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Runs after `critique` has reviewed the current research findings. If the
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critique's verdict is REVISE and the reflexion budget is not spent,
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critique's verdict is REVISE and the reflexion budget (the graph's
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`reflexion_budget` variable, default 2) is not spent,
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loops back to `research` with the critique attached as
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`research_feedback`, so the retry is informed rather than a blind
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re-run. Otherwise it proceeds to `synthesize`.
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@@ -26,9 +27,11 @@ import json
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import os
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import re
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# Automated revision passes allowed. `research` runs at most
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# MAX_REFLEXION_REVISIONS + 1 times per user pass. Bump to allow more.
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MAX_REFLEXION_REVISIONS = 2
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# Default automated revision passes when the `reflexion_budget` variable
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# is absent or malformed. `research` runs at most budget + 1 times per
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# user pass. Callers raise it via --variables {"reflexion_budget": "6"}
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# to let the run churn until the critique passes.
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DEFAULT_REFLEXION_REVISIONS = 2
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def load_state():
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@@ -69,8 +72,9 @@ def main():
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critique = state.get("critique") or ""
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verdict = parse_verdict(critique)
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attempts = as_int(state.get("research_attempts"))
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budget = as_int(state.get("reflexion_budget"), DEFAULT_REFLEXION_REVISIONS)
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if verdict == "REVISE" and attempts < MAX_REFLEXION_REVISIONS:
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if verdict == "REVISE" and attempts < budget:
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feedback = (
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"A reviewer judged the previous research pass incomplete. "
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"Address every point in the critique below:\n\n" + critique
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