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Skills2026-08-11 · source-backed
Muscle Memory harvests patterns from conversation history, separates behavioral from task patterns, builds purpose-built specialists, and gates them with two-stage trigger matching. 88.9% win rate over a memory-augmented assistant across 90 held-out scenarios, at +2.05 personalization for −0.28 accuracy. If your users keep re-correcting format and scope every session, you have a compilation problem, not a retrieval one.
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Materialize the agent's plan as an explicit graph of steps, then run nodes against it (pattern writeup). It makes runs reproducible, lets you inspect and approve the plan up front, and parallelizes independent nodes. Separate the plan phase from the execute phase. That's the p...
Li, Huo, and Johnson show that one-way message flow between agents produces neither mimicry nor solo behavior but an entirely novel dynamical state, at identical temperature settings. It's conceptual rather than quantitative, but the implication for orchestrator-worker fan-out...
Here's the one you can act on today. DSPy shipped 3.3.0b1 with a new ReActV2 module, and if you're still hand-tuning prompt strings, you're doing manual labor a compiler should do. You declare a task as a typed Input to Output signature, pick a reasoning strategy, and MIPROv2...
PolicyGuide stops checking actions in isolation and instead runs a proactive verifier at each user-turn boundary, reconciling open requests and returning step-specific remediation along a compliant path. Telecom was the biggest gain, 0.19 to 0.61, and it held across GPT-5.4, C...
Accuracy drops 30–50% well before you hit the documented context limit. Not at the limit. Before it. Cross-model testing across GPT-4.1, the Claude 4 family, Gemini 2.5, and Qwen3 quantified what everyone shipping long-context features has felt and couldn't measure (Glasp). Th...
A conditional injection payload stays inert until an attacker-chosen trigger fires, acting as a training-free inference-time backdoor planted in one piece of retrieved content. On frontier models that refuse the bare imperative, the same goal phrased as a dormant conditional d...
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