autoresearch

Autonomous Goal-directed Iteration. Modify, verify, keep/discard, repeat. Apply to ANY task with a measurable metric.

Autonomous bug-hunting loop — scientific method + autoresearch iteration. Finds ALL bugs, not just one.

Autonomous fix loop — iteratively repairs errors until zero remain. One fix per iteration, atomic, auto-reverted on failure.

Autonomous codebase documentation engine — scout, learn, generate/update docs with validation-fix loop

Interactive wizard to build Scope, Metric, Direction & Verify from a Goal

Multi-persona swarm prediction — pre-analyze code from multiple expert perspectives using file-based knowledge representation. Zero external dependencies.

Isolated multi-agent adversarial refinement — generate, critique, synthesize, and judge outputs through repeated rounds until convergence. Produces a lineage of evolving candidates with documented decision rationale. Zero external dependencies.

Scenario-driven use case generator — explores situations, edge cases, and derivative scenarios from a seed scenario using autonomous iteration.

Autonomous security audit — STRIDE threat model + OWASP Top 10 + red-team with 4 adversarial personas

Universal shipping workflow — ship code, content, marketing, sales, research, or anything through structured 8-phase workflow

Autonomous Goal-directed Iteration. Apply Karpathy's autoresearch principles to ANY task. Loops autonomously — modify, verify, keep/discard, repeat. Supports bounded iteration via Iterations: N inline config.