release: v2.1.0 — agent efficiency - #29
Merged
Merged
Conversation
…gnals refs, impact, symbol and describe accept Owner.member / module::fn targets. Call edges now store their receiver (index schema 4), so a call written against a type or module resolves across files, and resolution no longer invents edges across languages or onto another type's only member. An Owner.member query that meets calls it cannot type lists them as possible_call and reports coverage as partial instead of a confident empty answer. Agent-facing output: search/explain/refs/impact --compact print ranked locations with numbered matching lines, refs sites carry the calling function and a total, refs gains --exclude-tests/--path, impact reports the build module and the build files that depend on it, describe lists a class's members and who uses them, and symbol returns exact matches alone. Parsing: Kotlin call edges, Rust enum-variant symbols and match-pattern references, Java/C# enum constants. update parses changed files in a process pool like a full build. Ranking: resource_priors, stem_match and question_pool_floor, and a class is returned instead of its same-named constructor. Over 342 queries: MRR +0.010 (p=0.031), recall@10 +0.019, nDCG@10 +0.011, useful@budget +0.022, no corpus regressing.
Version bump with every mirror synced (plugin.json, requirements.lock, skill stamps), release notes, and the logged runs behind them: the agent pilot (skill vs Grep/Read, three runs per arm: -19% tokens, -25% tool calls, all answers correct) and the 2.1.0 retrieval eval.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Problem
On a 5.9k-file Java/Rust monorepo an agent using the skill spent as many tokens as an agent using Grep/Read alone, and more tool calls. Measuring why exposed real defects:
refs/impactreturned nothing forClass.methodtargets and mixed every same-named method for bare names; an empty answer came back aspartial: false.matcharms were invisible.updateparsed changed files serially (149 s vs 13 s for a full rebuild).Solution
updaterebuilds once).Owner.member/module::fntargets forrefs,impact,symbol,describe; untypeable same-named calls are listed aspossible_callwithcoverage.partial: true.--compactagent output forsearch/explain/refs/impact: ranked locations with numbered matching lines, calling function and totals perrefssite, build-module dependents inimpact.refs --exclude-tests/--path, class cards indescribe, exact-firstsymbol.update.resource_priors,stem_match,question_pool_floor) and constructor folding.--compactand 40% shorter.Verification
doctor --strict,check_versions,check_links,release_smoke.tests/eval/results/2026-09-24-retrieval-2.1.0.txt.tests/eval/results/2026-09-24-agent-pilot.md(one private repo, five questions; scope stated there).Compatibility
updaterebuilds it.caller,target,receiveron refs sites,more_prefix_matches,modules,members/used_by/uses); nothing is removed.