AI News
Perplexity Moves Deep Research Into Computer, Routing Research Subtasks Across 20+ Frontier Models For Reports, Decks, And Dashboards
Perplexity has moved Deep Research into Computer, its multi-model orchestration system. The upgrade improves accuracy, depth of analysis, and citation quality. Deep Research now breaks…
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Stop Returning Flat Text from a PDF: The Relational Shape RAG Needs
brick of Enterprise Document Intelligence, a series that builds an enterprise RAG…
When GPU Utilization Lies: The Hidden Systems Problem Slowing Modern AI
team gets pinged because inference latency has suddenly jumped by 60%. The…
NuCS vs Choco: A Pure-Python Constraint Solver Meets a JVM Veteran
NuCS is a constraint solver written 100% in Python, developed by me, accelerated by NumPy and Numba. Choco is one…
Nous Research Ships Hermes Agent Profile Builder: Identity, Model, Skills, and MCP Servers in One Dashboard Flow
Nous Research · Hermes Agent The Profile Builder, explained DEMOsimulation, not the…
Meet ‘North Mini Code’: Cohere’s 30B Open-Weight Mixture-of-Experts Model With 3B Active Parameters for Agentic Coding
This week, Cohere AI team shipped its first developer-facing coding model named…
A Coding Implementation on Microsoft SkillOpt for Instrumented Prompt Optimization, Skill Evolution Analysis, and Baseline Comparison
k = RUN_KNOBS train_out = run_cli(["python","scripts/train.py","--config",CFG,"--split_dir",SPLIT, "--optimizer_model",OPTIMIZER_MODEL,"--target_model",TARGET_MODEL,"--out_root",RUN, *COMMON, "train.train_size=0", f"train.num_epochs={k}", f"train.batch_size={k}", f"gradient.minibatch_size={k}",…