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最佳实践 #GPT-5.6#Prompt Engineering#LLM Evals#System Prompts#AI Agents#Regression Testing#OpenAI

"Lean GPT-5.6 Prompts: Delete Instructions with Evals"

A controlled method for making GPT-5.6 prompts leaner without deleting the constraints that keep production agents reliable.

Administrator Administrator Published on 2026-07-26
调研 #AI Flight Control#Drone Safety#Drone-Bench#Project Pilot#DARPA#F-16 VENOM#AI Agents#Safety Case

AI Flight Control Needs a Safety Case, Not a Demo

Drone-Bench and AI-controlled F-16 tests show rapid capability progress. They also reveal the evidence required before autonomous flight can be truste

Administrator Administrator Published on 2026-07-25
最佳实践 #GEPA#optimize_anything#LLM Optimization#Evaluators#Prompt Optimization#AI Agents#Reward Hacking#Harness Engineering

GEPA optimize_anything: The Evaluator Is the Interface

GEPA optimize_anything makes the evaluator the stable interface for prompts, code, agents, and configs. Here is how to design one safely.

Administrator Administrator Published on 2026-07-25
最佳实践 #AI Agents#Mathematical Proofs#Proof Verification#Multi-Agent Systems#AI4Math#Codex#Formal Verification

Mathematical AI Agents: A Dual-Loop Verification Protocol

A practical workflow for AI agents in mathematical proofs: durable state, hostile audits, blind reconstruction, and evidence-gated knowledge.

Administrator Administrator Published on 2026-07-23
最佳实践 #AI Agents#Sandbox#Persistence#Snapshots#State Management#Agent Infrastructure#Security#Durable Storage

AI Agent Sandbox Persistence: What Survives Each Lifecycle?

AI agent sandbox persistence varies by lifecycle action. Use this five-layer model to verify files, memory, volumes, connections, and side effects.

Administrator Administrator Published on 2026-07-23
最佳实践 #AI Agents#Domain-Specific Language#LLM#Agent Reliability#DSL#Verification#Software Architecture

"When Should an AI Agent Get Its Own DSL? A Minimal Decision Framework"

"Learn when an AI agent needs a domain-specific language, when JSON Schema is enough, and how to build a minimal DSL with deterministic validation."

Administrator Administrator Published on 2026-07-20
最佳实践 #MCP#MCP Elicitation#AI Agents#Human in the Loop#Agent Security#OAuth#Model Context Protocol

MCP Elicitation Explained: Form, URL, and Recoverable Human-in-the-Loop Workflows

MCP Elicitation turns missing input into recoverable control flow. Learn form vs URL mode, state handling, security boundaries, and retries.

Administrator Administrator Published on 2026-07-19
洞察 #OpenAI#PwC#AI Agents#Enterprise Finance#CFO#Financial Planning#Harness Engineering#AI Transformation

"OpenAI and PwC CFO Alliance: How AI Agents Are Rewiring Enterprise Finance from Budgeting to Forecasting"

When OpenAI partnered with PwC to create a CFO alliance, they bet on a deeper trend: the bottleneck in corporate finance has shifted from calculation

Administrator Administrator Published on 2026-05-15
解读 #Anthropic#Claude#AI Agents#Autonomous Trading#Project Deal#AI Economics#Agent Safety

"Project Deal: How Anthropic Let Claude Buy, Sell, and Negotiate on Behalf of 69 Employees"

"Anthropic ran a week-long experiment where Claude autonomously traded items across 4 parallel markets. Opus agents sold items for 70% more than Haiku

Administrator Administrator Published on 2026-05-03
调研 #GPT-5.5#OpenAI#AI Coding#AI Agents#Benchmark#LLM#SWE-bench#Frontier Math#Claude Opus 4.7

"GPT-5.5 Technical Deep Dive: How OpenAI's Latest Model Achieves New Frontiers in Coding and Reasoning"

"GPT-5.5 is OpenAI's first fully retrained foundation model since GPT-4.5. It delivers 88.7% on SWE-bench Verified, 82.7% on Terminal-Bench 2.0, and m

Administrator Administrator Published on 2026-04-26
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