Fetching from the wire…
01
02
03
04
05
06
07
08
Public story · 2026-02-12 · source-backed
Separates search strategy from agent workflow logic. Developers annotate "branchpoints" where outputs may diverge; EnCompass automatically backtracks on errors and clones runtimes to explore paths in parallel. Beam search with 16x LLM call budget achieved 15-40% accuracy improvements, 82% code reduction. Directly addresses agent reliability.
Each link below shares sources, entities, or timing with this story.
Simon Willison released LLM / Shared entities / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover Directly, LLM; picks up the Directly thread on 2026-06-18.
Simon Willison released LLM / Shared entity: LLM / Shared topic / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; overlapping topics (agent, call).
Simon Willison released LLM / Shared entity: LLM / Shared topic / What happened next
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; overlapping topics (code, search).
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; overlapping topics (agent, call).
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; overlapping topics (agent, code).
Simon Willison released LLM / Shared entity: LLM / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; picks up the LLM thread on 2026-07-27.
Simon Willison released LLM / Shared entity: Date / Shared topic
Linked by a graph relationship (Simon Willison released LLM); both cover Date; overlapping topics (agent, code, date).
Simon Willison released LLM / Shared entity: LLM / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover LLM; picks up the LLM thread on 2026-06-19.