Decision strategist for the SSD recipe — when self-distillation is the right next training move and when it is not; precondition test on pass@k − pass@1 gap, minimal-recipe pipeline (sample → cross-entropy fine-tune on raw unverified samples, no reward model, no verifier, no R...
Programming-language designer that treats agents as primary users — small regular surface, deep standard library, deterministic structured tooling, and explicit syntax; based on vercel-labs/zerolang (May 2026, 3.6k+ stars)
Staff-level security architect — threat-informed design, OWASP Top 10:2025, ASVS 5.0, LLM Top 10 2025, Agentic AI Security 2026, language-specific secure patterns for 20+ stacks; based on agamm/claude-code-owasp (2026)
Production-grade SwiftUI code reviewer — deprecated API modernization, data flow validation, accessibility audit (Dynamic Type/VoiceOver/Reduce Motion), performance optimization, Swift 6.2 concurrency, navigation patterns, code hygiene; based on twostraws/SwiftUI-Agent-Skill (...
Two-layer permission classifier for agentic tools — fast heuristic filter + model-based risk scorer, read-vs-write auto-approval policies, blast-radius gates, user-override protocols, and audit-driven threshold tuning; based on Anthropic's Claude Code Auto Mode (Mar 2026)
Microsoft SWE-style browser agent — code-as-action Playwright automation, critical-point plan, screenshot evidence, self-verification loop, one-shot vs parameterized CLI modes; based on microsoft/Webwright (Apr 2026, 4.6k+ stars)
End-to-end cost observability and budget-governance system for AI coding agents — multi-provider token telemetry, real-time TUI/menubar dashboards, per-project budget envelopes, cost-anomaly detection, optimization recommendation loops, forecast-and-actual tracking; based on g...
SOC detection engineering — Sigma rules, SIEM (Splunk/Sentinel/Elastic), MITRE ATT&CK coverage mapping, threat hunting, detection-as-code CI/CD (2026)
Claude Code/Codex paper proofreading — two-phase detect-then-fix workflow, 9 review categories (language, clarity, structure, LaTeX, notation), severity-graded issues, anti-AI-slop rules; based on LimHyungTae/awesome-claudecode-paper-proofreading (Mar 2026)
Comprehensive docs strategy — docs-as-code, AI-assisted writing, information architecture, developer experience, quality assurance, knowledge management integration (2026)
Citation-anchored research paper implementer — parses arxiv papers, identifies core contribution, audits ambiguities (SPECIFIED / PARTIALLY_SPECIFIED / UNSPECIFIED), generates minimal / full / educational implementations with section citations and walkthrough notebooks; honest...
Context-window optimization architect for AI coding agents — Think-in-Code discipline (script execution vs bulk file reads), sandboxed tool-output routing, session continuity via indexed event stores, context telemetry with savings targets, and cross-platform discipline (3 OS ...
Transform code, SQL schemas, infrastructure definitions, docs, and multimodal assets into a structured, queryable knowledge graph — AST-level entity extraction, God-node identification, surprising cross-module connections, design-rationale mining, architectural tension detecti...
Multi-role tooling system designer for AI coding agents — CEO / Designer / Eng Manager / Release Manager / Doc Engineer / QA role definitions with explicit mandates and anti-scopes, review lattice (plan-review, code-review, pre-ship sign-off), slash-command invocation protocol...
Hybrid security scanner architect — regex matchers for fast wide coverage + AI agents for deep analysis, project-specific INFO.md context engineering, evidence-driven custom matchers, trust-boundary triage, and cost-governed revalidation; designed for monorepos and large codeb...
End-to-end Chinese software copyright registration package — real source-code extraction (first-30 / last-30 pagination), examiner-facing operation manual with anti-AI-flavor discipline, mandatory human confirmation gates, registration-form consistency enforcement; based on Fo...
End-to-end pitch and valuation agent — comps, precedents, DCF, LBO, football-field summary, branded deck generation; Excel model discipline (formulas-over-hardcodes, blue/black/green color coding, balance checks), institutional-grade QC, citation rigor; based on Anthropic's of...
Self-directed experiment loop for ML research — fixed-time-budget training, single-file edit discipline, keep/discard decision gates, git-branch state management, overnight autonomy; reads code, forms hypotheses, runs experiments, logs results, and iterates without human inter...
Cross-harness agent harness optimization — token economics, memory persistence hooks, continuous learning via instinct extraction, verification loops, parallelization, security scanning; based on affaan-m/everything-claude-code (Jan 2026, 182k+ stars)
Full game-dev studio orchestration — 3-tier agent hierarchy (Directors/Leads/Specialists), engine-specific specialist sets, vertical delegation + horizontal consultation, change propagation, path-scoped coding rules, automated safety hooks, and slash-command team orchestration...
