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Summary: Science has a long list of documented failure modes, such as p-hacking, the File Drawer Problem, shallow peer review, and ignored retractions. This post catalogs about 50 of them with the evidence for each, then predicts how each will change once we have full AI researchers.
JetBrains released Mellum2.1, an Apache 2.0, 12B mixture-of-experts thinking model with 2.5B active parameters. RL in real repositories lifted its SWE-bench Verified score from 2.0 to 47.0. The post JetBrains Releases Mellum2.1: A 12B MoE Open Model for Coding Agents appeared first on MarkTechPost.
Coworker AI ranks 18 AI tools for product managers by job: feedback, roadmaps, analytics, specs, prototypes and meetings, with prices checked October 2026.
Architect Financial Technologies has launched Liquid Inference, an LLM router that runs a live auction for every request. Liquid Inference is an LLM inference marketplace from Architect where providers bid to serve each prompt. The buyer pays the lowest offer that meets its rules.
NVIDIA researchers introduced PivotOPD, an on-policy distillation method that trains multi-turn LLM agents to avoid early pivotal mistakes and recover from them, posting the best average against 13 baselines on 3 agent benchmarks.
Perplexity's pplx-embed-v2-late comes in 2 sizes: a 0.6B model built to run on edge devices, and a 9B model for building high-quality indexes. Its best score is 92.4% on MADQA, and its weakest is 61.2% on ViDoRe v3 Markdown. Both are MIT-licensed and ready to self-host.
Unsloth's October 6 security overview explains how Studio checks code, weights, packages and tools before anything runs. Custom model code is scanned and approval is bound to its fingerprint.
Anthropic says for the next two years, attackers will have the advantage
The Chocolate Factory proposes a single universal agent for work
Anthropic just launched Claude Dashboards and Claude Motion in beta. These tools allows users to build live data visuals and animated explainers from plain language prompts.
Natura’s new Interface smart ring tracks your health while letting you control AI agents like Claude, ChatGPT, and Grokbot with simple voice commands throughout your day.
Credential-stealing malware detected within minutes of npm release, but impact remains unknown
Amazon, Google, Microsoft, OpenAI and six others agree to changes, but the ICO isn't done asking questions
SPONSORED FEATURE: Making the link between business strategy and how the workforce adopts technology will be crucial to business success in the agentic AI era
Anthropic proposes plumbing spec to link AI agents to lab kit and robots August 28, 2026
Meta Platforms’ breakout Muse personal AI agent is shining a spotlight on a new battleground in artificial intelligence – one in which China’s biggest internet companies are already jostling for position.
The capacity of rogue AI agents to destroy our species within the next decade has recently been a hot topic of debate. Fears have been voiced within the industry about the rapidly increasing capabilities of artificial intelligence.
#ReAct #AIAgents #AIEngineer ReAct pattern for AI agents: tool calling, Reason and Act loop, Python function calling, multi-tool agents, and Agentic AI — step-by-step before LangChain.
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