10 stories tagged with #iterative, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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Fictional Worldbuilding: Multi-Agent LLM Collaboration with Hierarchical Context Compression and Iterative Review
arXiv:2607.09403v1 Announce Type: new Abstract: Worldbuilding, the construction of coherent fictional worlds, is a foundational task in game design and literary creation. Large Lan…
Towards Reliable and Robust LLM Planning: Symbolic Feedback-Driven Iterative Self-Refinement Framework
arXiv:2606.27757v1 Announce Type: new Abstract: Large language models (LLMs) have attracted widespread attention from academia and industry, yet their deployment raises critical se…
Grounded Iterative Language Planning: How Parameterized World Models Reduce Hallucination Propagation in LLM Agents
arXiv:2606.27806v1 Announce Type: new Abstract: World models for language agents come in two useful forms. An agent-based world model calls an LLM API and reasons flexibly in langu…
I was tired of maintaining skill.md files, so I built an open-source CLI that creates, manages, and observes skills using a Github repo. You can monitor, track, and share skills between sessions of any agent, all while iteratively improving/versioning them.
Code-on-Graph: Iterative Programmatic Reasoning via Large Language Models on Knowledge Graphs
Knowledge Graphs (KGs) are widely used to mitigate the limitations of Large Language Models (LLMs), such as outdated knowledge and hallucinations. Existing LLM-KG integration frame…
EvoCode-Bench: Evaluating Coding Agents in Multi-Turn Iterative Interactions
Coding agents are increasingly used as iterative development partners, but most benchmarks still evaluate one specification followed by one final assessment. This leaves out a basi…
ImProver 2: Iteratively Self-Improving LMs for Neurosymbolic Proof Optimization
Formal mathematics libraries are rapidly expanding, creating a growing need to refactor verified proofs for maintainability and to improve training data quality for neural provers.…
Razer Viper V4 Pro Review: Iterative Update Packs Big Performance
Small, iterative improvements brings serious performance gains to Razer’s Viper V4 Pro.…
PRISM: Prompt Reliability via Iterative Simulation and Monitoring for Enterprise Conversational AI
Deploying large language model (LLM)-driven conversational agents in enterprise settings requires prompts that are simultaneously correct at launch and resilient to the non-determi…
LEAP: Trajectory-Level Evaluation of LLMs in Iterative Scientific Design
LLMs are increasingly deployed in autonomous laboratories, under the assumption that their domain priors and reasoning over iterative feedback let them converge on good designs in …