60 stories tagged with #context, 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…
Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift
arXiv:2607.09175v1 Announce Type: new Abstract: Deployed LLM agents rely on agentic context, the model-external textual control content assembled by an operational harness. In this…
Minimal Decision Dynamics and Contextual Probability: A Quantum Tug-of-War Model
Decision making often exhibits context dependence that challenges classical probability theory. This paper develops a quantum-like extension of the Tug-of-War (QTOW) decision-makin…
Correlation-Aware Contextual Bandits with Surrogate Rewards for LLM Routing
We study contextual bandit problems with correlated arms and access to surrogate reward signals produced by a machine learning model, motivated by applications such as large langua…
Quantum Logic as the Logic of Contexts
Quantum logic is usually presented as a non-classical departure from ordinary reasoning forced on us by quantum mechanics, with classical logic kept as the secure starting point. W…
Email inboxes for AI agents: the complete guide – MailKite
Why an autonomous agent needs a real inbox — to receive verification codes, hold email threads, and act as a participant instead of a script. The two architectures (bring-your-own …
Long Context vs. Short Context Model: When Does a Long Context Model Win?
Balancing context capability against cost, speed, and data The post Long Context vs. Short Context Model: When Does a Long Context Model Win? appeared first on Towards Data Science…
Preserving Context When Moving from ChatGPT to Codex CLI
A lot of useful technical work starts as a conversation. Maybe you are exploring an architecture...…
At AWS Summit, AWS announced Continuum, which uses AI to find and fix code vulnerabilities, Context, which organizes company data for AI agents, and more (Todd Bishop/GeekWire)
Todd Bishop / GeekWire : At AWS Summit, AWS announced Continuum, which uses AI to find and fix code vulnerabilities, Context, which organizes company data for AI agents, and more —…
Tyra Banks Sues Netflix Over ‘America’s Next Top Model’ Documentary, Claims Interview Was “Stripped of Context”
Banks claims the streamer edited her interview into a story she never told.…
Jedify raises $24M to help companies arm AI agents with context on their business
The funding round was led by Norwest, with participation from S Capital VC, Cerca Partners, and Oceans Ventures. Snowflake Ventures also participated as a strategic investor.…
ContextLogic director Paul S. Levy purchases $232,343 in shares
Looking for people to test common AI context window across GEMINI, ChatGPT, Claude, and Perplexity
Something has changed. More memory. More context. More coherence. Curious if others are noticing it too!
Breaking the "Ass-Kissing" Loop: How Context Saturation and Multi-Model Accountability Disrupted Factory Guardrails [R]
I'm trying to build a "living memory/context engine" for my business. Help me architect it.
I'm trying to build a "living memory/context engine" for my business. Help me architect it.
Prompt Engineering Is Table Stakes. Context Engineering Is the Next Frontier.
Prompt Engineering Is Table Stakes. Context Engineering Is the Next Frontier. Salesforce...…
Alibaba releases Qwen3.7-Plus, a multimodal proprietary model with a 1M-token context window, costing $2 per 1M tokens, 60% less than text-only Qwen3.7-Max (Carl Franzen/VentureBeat)
MiniMax M3 is out: 1M context, open weights coming soon, 83.5 BrowseComp against Claude Opus 4.7's 79.3
Context Graph Agent
CGA (ContextGraphAgent) is a local-first graph context service for AI-assisted development. - nascousa/cga…
InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain
Long-context tasks require LLMs to identify and preserve answer-relevant information from large contexts. Chunk-wise memory agents address this issue by sequentially reading docume…
CP-Agent: Context-Aware Multimodal Reasoning for Cellular Morphological Profiling under Chemical Perturbations
Cell Painting combines multiplexed fluorescent staining, high-content imaging, and quantitative analysis to generate high-dimensional phenotypic readouts to support diverse downstr…
Cross-Lingual Token Arbitrage: Optimizing Code Agent Context Windows via Local LLM Preprocessing
AI-assisted coding agents are bottlenecked by input-token cost. Two pathologies of raw human input drive much of this overhead: tokenization inefficiency for non-English text and s…
Fitting WhisperX large-v3 + a 24B LLM on one 3090: a reproducible context-capping recipe
This is the technical, reproducible version of a fix I shipped on my own homelab. If you want the...…
Stream2LLM: Overlap Context Streaming and Prefill for Reduced TTFT
Stream2LLM extends vLLM to support streaming inputs in LLM inference under concurrency, achieving up to 11x faster time-to-first-token without sacrificing throughput.…
Puppetmaster dramatically decreases token costs + increases context
Los agentes de código necesitan memoria durable, no solo contexto
Este texto nace de una práctica concreta usando agentes de código en repos reales. El problema no fue...…
Coding agents keep losing context between tools, so I built a local-first handoff CLI
The problem I often switch between Codex, OpenCode, Cline, Claude Desktop, scripts, and...…
Debugging Playwright CDP Sessions That Lose Cookies and Proxy Context
I started treating this as a separate bug class after seeing the same failure pattern repeat: A...…
GPT-5.6 Rumor: 1.5 Million Token Context Window?
Knowa – Open-Source LLM Context Optimizer
LLM Context Optimizer. Contribute to zzorphcreator/knowa development by creating an account on GitHub.…
Agent memory and context for apps
From SEO to SEO + AEO + GEO — Web marketing as Context Ops in the AI search era
The era of stacking blue links is over. Build SEO + AEO + GEO as a three-layer stack, and treat marketing itself as Context Ops — handing the right context to AI agents.…
Why are C++ keywords so heavily dependent on context???
Best MCP Memory Servers for Teams in 2026: Context Cloud vs mem0 vs Basic Memory vs claude-mem vs MemPalace
There are now dozens of MCP memory servers. I've tried most of them. They almost all solve the same...…
ContextLogic director Raja Bobbili buys $1.13m in company stock
MiniMax teases upcoming M3 model with new sparse attention mechanism and 15.6X long-context response speed boost
Context Window Packing – Agent Patterns Catalog
Choose what fits in the context window each turn given a fixed token budget.…
Is a 128 GB MacBook Pro M5 Max actually too slow for large-context local LLM coding workflows?
Finally pioneering beyond the local 256k context window frontier!
Found a Rust TUI coding agent that aggressively trims context with AST-level chunking. Cut my token bleed sharply with DeepSeek V4 Flash.
Understanding MCP (Model Context Protocol) in Next.js 16
MCP (Model Context Protocol) is Next.js 16's answer to one of the hardest problems in AI development:...…
Two Knowledge Hierarchies: Structuring Context for AI Agents and LLMs
TestSmith has two distinct audiences that need context about the project: AI agents that work on the...…
From Static Context to Calibrated Interactive RL: Mitigating Distribution Shift in Multi-turn Dialogue with Aligned Simulator
A long-standing goal of the research community is to develop highly interactive LLM-based dialogue agents. Recent research focuses on optimizing policies based on fixed offline log…
The Attribution Blind Spot: Detecting When Language Models Rely on Memory Rather Than Retrieved Context
Retrieval-augmented generation promises to ground language model outputs in external evidence, yet the field has no reliable way to verify whether retrieved context actually govern…
Can Broad Biomedical Knowledge be Contextualized into Scenario-Grounded Propositions?
Biomedical discovery often requires connecting broad biomedical knowledge with specific experimental or clinical data. Background knowledge suggests relevant mechanisms but is usua…
ICCU: In-Context Continual Unlearning via Pattern-Induced Refusal Rules
Machine unlearning aims to remove the influence of specific data from trained language models. In real-world deployments, unlearning requests often arrive sequentially, which chall…
Tool-Schema Compression Enables Agentic RAG Under Constrained Context Budgets
Agentic RAG systems that equip language models with dozens to hundreds of tool definitions face a critical resource conflict: tool schemas consume the same context window needed fo…
RepoMirage: Probing Repository Context Reasoning in Code Agents with Perturbations
Code agents are currently having skillful performance on repository-level software engineering benchmarks, but it remains unclear whether success on end-to-end tasks such as issue …
Long-context performance at lower quants
A Board Game Agent Built Using Sanity Context and Vercel's AI SDK
An OpenAI Agent, a board game API, and Sanity Context walk into a bar… the result: a CLI agent that returns exact game recs with real-time data using queries…
The Business Context Problem: Why Vulnerability Severity Scores Lie
A critical vulnerability on an Alpine-based reverse proxy sitting behind three layers of network...…
Why codex /goal fails on complex workflows: compaction amnesia and context rot
ThriftAttention: Selective Mixed Precision for Long-Context FP4 Attention
Efficient attention algorithms are critical to mitigate the quadratic cost of attention in long-context workloads. Prior work utilises block-scaled quantisation techniques on Black…
What is the Model Context Protocol (MCP)?
If you’ve been following the rapid evolution of AI tools in 2025 and 2026, you’ve probably heard the...…
Context: Proactive Goal-Directed Intelligence via Composable Sandboxed Programs, Declarative Wiring, and Structured Interaction
We present Context, the intelligence layer of the Magarshak Architecture, which replaces reactive query-response chatbots with proactive goal-directed agents that advance shared ta…
MEMOR-E: In-Context and Fine-Tuned LLM Personalization for Alzheimer's Assistive Robotics
Alzheimer's disease is a neurodegenerative disorder marked by progressive declines in memory and language that reduce independence in daily life, motivating socially assistive robo…
Spacetime Formation under Requirements: Contextual Realization and Form-Dependent Probability
Quantum cognition often explains order effects, contextuality, and violations of the law of total probability by replacing classical probability with quantum probability on a fixed…
Inference Time Context Sparsity: Illusion or Opportunity?
Sparsity has long been a central theme in LLM efficiency, but its role in context processing remains unresolved. As LLM workloads shift toward longer contexts and agentic interacti…