Andrew ParkandClaude Opus 4.7 24da67d24d feat: wire native web_search into GAIA cells across paradigms ...

Adds opt-in `method_cfg.web_search = { enabled, max_uses }` schema and
plumbs the native Anthropic server-side `web_search_20250305` tool
through every hybrid paradigm's GAIA codepath. Default OFF preserves
back-compat with all currently running n=100 cells; only the next
rendered sweep opts in.

Engine layer: `_base.py` gets `build_web_search_tool`, `web_search_cfg`,
and `_call_anthropic_agent` (multi-turn loop with `gaia_max_turns`
default 8). Anthropic cost (`$0.01 / search`) added to `tokens_cloud`.

Per-paradigm wiring (cloud-side Anthropic calls only):
  * baseline_cloud: GAIA one-shot upgraded to agent loop with tools
  * advisors: executor1 + executor2 passes declare tools
  * minions: existing prefetch retained as legacy default; new schema
    overrides
  * skillorchestra: cloud-route specialist gets tools
  * conductor: anthropic worker steps get tools when enabled
  * toolorchestra: already used native web_search worker - unchanged,
    now surfaces web_search_uses in meta
  * archon: thread-local web_search tool injection on Anthropic
    ranker/fuser generators

Trace + aggregation:
  * Per-row `web_search_uses: int` in results.jsonl
  * Summary `web_search_uses_total` in summary.json
  * make_report.py adds `web_searches_mean` column to the HTML table

Tests: tests/agents/hybrid/test_web_search_wiring.py - confirms the
tool is declared when enabled, NOT declared when omitted (default),
and gracefully skipped on non-Anthropic endpoints (no fake local
web_search).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

2026-05-17 17:55:18 -07:00

..

make_report.py

feat: wire native web_search into GAIA cells across paradigms

2026-05-17 17:55:18 -07:00