The Importance of Agent Harness in 2026 — Philipp Schmid
"The harness is the dataset. Competitive advantage is the trajectories it captures."
Paird.ai
Coding AssistantsCode generation and collaboration, supercharged by AI
CaseGenius
AnalyticsAI-powered business plan generator for instant case studies and slides
Permut
AI AgentsA reliable OS to build and run your AI agents at scale
GPT-4.1 Prompting Guide
Prompting
Self-Distillation Improves Code Generation (April 2026)
Apple: embarrassingly simple self-distillation (SSD) — sample from model, fine-tune on raw unverified samples via cross-entropy; no reward model, no verifier, no RL; Qwen3-30B 42.4% → 55.3% pass@1 on LiveCodeBench v6; gains concentrate on hard problems; open source
Self-Consistency (2022)
Multi-path sampling + majority vote: GSM8K 57% → 74%
Chain of Draft (2025)
≤5 words per reasoning step — 91% of CoT accuracy at 7.6% of the tokens; 76% latency reduction
When to Think, When to Speak: Learning Disclosure Policies for LLM Reasoning (May 2026)
Side-by-Side (SxS) Interleaved Reasoning — makes disclosure timing a controllable decision in autoregressive generation; interleaves partial disclosures with continued private reasoning, releasing content only when supported by reasoning so far; improves accuracy–latency Pareto trade-offs on Qwen3-3
Reasoning Shift: How Context Silently Shortens LLM Reasoning (April 2026)
Contextual changes cause reasoning models to compress traces by up to 50%, reducing self-verification; simple problems unaffected but harder tasks suffer — critical finding for agent multi-turn reasoning
ReBalance: Efficient Reasoning with Balanced Thinking (2026)
Detects overthinking/underthinking via confidence variance and applies steering vectors to redirect reasoning — ICLR 2026; works on DeepSeek-R1, QwQ, o3-class models
TimeSeek: Temporal Reliability of Agentic Forecasters (April 2026)
Benchmark built from 150 regulated prediction markets evaluated at 5 lifecycle checkpoints — models are most competitive early and on high-uncertainty markets; search improves pooled accuracy but degrades 12% of conditions
Claude Code Best Practices
Agentic Coding
Bigsib
AI ChatbotsAI concierge for hotels and short-term rentals.
InfoBaseAI
AI Chatbotsadhikasp/mcp-git-ingest
使用 LLM 读取和分析 GitHub 仓库。
E2B
在 E2B 提供的安全云沙盒中运行代码。
RTOS From Scratch
Real time operating system made with love ♥
VoiceChanger.im
Voice GeneratorsTransform Your Voice with AI-Powered VoiceChanger.im
SlimeNull
Open-source developer crafting C# tools for chat, broadcasting, and visualization.
DairyTech AI
Workflow ProductivityExplore DairyTech AI, an intelligent platform for automating dairy farm operations—milk tracking, cow health, and productivity insights made effortless.
Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence? (April 2026)
Systematic evaluation of agentic capability in multimodal LLMs — decomposes tasks into perception, reasoning, and action levels; reveals where agentic loops help vs. where they add overhead
Enhance-D
Video GeneratorsImprove your video quality with Enhance-D. Use AI-powered tools to enhance, restore, and upscale your videos effortlessly for professional results.
TheWordsmith.ai
SEOAccelerate SEO for the Future of Search