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AICognition launched the Devin Security Vulnerability Remediation Program, in which its forward-deployed engineers embed with customer teams to deploy Devin to find, validate, and fix vulnerabilities. The program first works through existing scanner backlogs from tools such as Snyk, SonarQube, and Semgrep, shipping validated fixes as pull requests, then adds Devin Security Swarm for continuous discovery of logic flaws. Most engagements run about six weeks, and eligibility is limited to enterprise Devin Cloud customers meeting the program's requirements.

AICognition has launched Devin Security Swarm, which uses parallel agents to find vulnerabilities across a codebase, confirms exploitability in isolated sandboxes, and opens remediation PRs. In an evaluation on 50 real-world GitHub Security Advisory vulnerabilities, Devin reached 72% recall at about $90.23 per run, compared with 68% for Claude Security at $131.87 per run. The product is available starting today, with scan profiles and incremental scans that process only changed code after the first full baseline.

AIZ.ai's post asks followers of @zcode_ai to keep up with the latest updates and links to the ZCode changelog at zcode.z.ai. The post itself contains no specific features, versions, or release details.

AIZ.ai has launched ZCode, its official development environment for GLM-5.2, available on macOS, Windows, and Linux. GLM Coding Plan subscribers get 1.5x usage quota in ZCode, and the tool supports bring-your-own-key (BYOK) use with existing subscriptions and APIs.

AIBridgewater partnered with Thinking Machines on Tinker to fine-tune a model that helps its analysts focus on what matters most. The post frames the work as experts improving AI that empowers experts, with a linked article on replicating expert judgment in financial tasks.

AICognition has released a preview of Devin Fusion, a multi-model harness that runs a frontier main agent alongside a cheaper sidekick agent. On FrontierCode 1.1 Extended, the company reports scores near frontier models at up to 60% lower cost per task, and 41% lower cost when paired with Fable 5, which access was suspended from June 12, 2026.

Why it matters: The post explains a sidekick architecture with cached persistent contexts, which contrasts with advisor-style tools and shows how cost cuts depend on the main model's delegation behavior.

AIUnlimited-OCR, Baidu's long-context OCR model, now runs in vLLM, with a recipe provided for developers to try it. The background post says it parses entire books in one pass using Reference Sliding Window Attention (R-SWA), which keeps the KV cache fixed during decoding, and claims 35% faster throughput than DeepSeek-OCR at 6K output tokens.

AIPaddleFormers 1.2 is released with support for training DeepSeek-V4 and 128K+ long-context training. The update adds Context Parallel, Packing, Document Mask Attention, and the Muon optimizer, plus ultra-fused mHC, CSA, and HCA operators, DeepEP/HybridEP communication, and lossless FP8 training with AutoSubbatch memory balancing. The project is presented as fully open-source and is available on GitHub.

AIPaddlePaddle announced that PP-OCRv6 is now available on Hugging Face, with better accuracy than prior versions. The release also adds transformers and ONNX Runtime backends in PaddleOCR 3.7.

AIThe latest Antigravity IDE release includes a new, clearer quota dashboard, as the author previously promised. The post provides no further details on the dashboard's features or metrics.

AIMeta has launched Meta Glasses, offered in 26 styles spanning a range of colors, lenses, and frames. The launch is tied to a partnership with EssilorLuxottica, according to the linked Meta newsroom post.

AICodex can now transfer work threads between a local laptop and a remote host, letting users continue tasks elsewhere after closing the lid. Codex can also orchestrate the handoff automatically. Mark Chen joked that this removes the need to prop the laptop open with physical claws.

AIMistral is working with companies and governments to keep their AI systems running outside external control and improving with each model release. Its Forge product enables continuous training of models based on recorded human-AI interactions, which the post calls a key unlock for efficiency.

AIMistral says it has moved its Studio deployment and Forge training products onto infrastructure it controls, decoupled from US service providers. Customers can run them in their own VPC or datacenter, or on Mistral's hosted capacity, which the company says is online and growing fast.

AIXiaomi has launched MiMo Claw, an agent built on its flagship MiMo model and integrated with Kingsoft Office for Word, Excel, PowerPoint, and PDF workflows. The company says it consumes 40–60% fewer tokens than comparable solutions, and daily usage has been expanded from 1 hour to 4 hours, with free access and no deployment required. A limited-time subscription is priced at ¥14.9 per month.

AIGeorgi Gerganov highlighted locate-anything.cpp, a native C++/ggml inference implementation of NVIDIA's LocateAnything-3B for open-vocabulary object detection and visual grounding. The project, from the LocalAI team, runs without Python on CPU and GPU, with quantized GGUF weights published on Hugging Face.

AIAntigravity has released an update that shows hourly and weekly model quota in percentage increments, with the dashboard coming soon to the IDE. The company also reset Gemini quota for all users.

AIOpenRouter introduced Fusion, a tool that sends a prompt to a panel of models and has a judge model fuse their results into one answer. On 100 DRACO deep research tasks, a Fable 5 and GPT-5.5 panel scored 69.0%, above Fable 5 alone at 65.3%, and a budget panel of Gemini 3 Flash, Kimi K2.6, and DeepSeek V4 Pro reached 64.7% at about half the cost of Fable 5.

Why it matters: The source gives benchmark scores, panel compositions, and contamination controls, letting readers judge how much of the gain comes from model diversity versus self-synthesis.

AIFactory is rolling out automated security review in Droid, running a STRIDE-based check on every non-draft PR alongside standard code review. Findings include severity, a CWE reference, an explanation, and a suggested fix, posted as inline diff comments. The feature is available today on all plans, and a deeper multi-agent /security-review deep audit is available for full-repository scans.

AIZed is building DeltaDB, a version control system that records every operation as a fine-grained delta, linking agent conversations to the code they produce. The company says a beta will arrive in a few weeks, and it invites users to join a waitlist. The system is designed so teammates can collaborate on work in progress without waiting for commits, pull requests, or pushes.

AIGoogle Labs has expanded Project Genie access to Google AI Ultra 5X subscribers globally, its latest subscription tier. The earlier background post says Project Genie is now fully available to all Google AI Ultra subscribers aged 18 and older worldwide.

AIXiaomi's MiMo team released MiMo Code, an MIT-licensed terminal coding agent built on OpenCode for long-horizon programming tasks. The design centers on three areas: Max Mode parallel sampling that generates five candidates per turn, Goal-based completion verification, and a memory system that checkpoints session state and rebuilds context. The article reports offline benchmark results and a double-blind A/B test with 1,213 pairs in which MiMo Code's win rate exceeded 65% beyond 200 execution steps.

Why it matters: The article explains how MiMo Code handles long-horizon coding through computation, checkpointed memory, and cross-session evolution, useful for judging design tradeoffs in coding agents.

AIXiaomi MiMo and the TileRT team say a 1T model exceeds 1,000 tps on a single standard 8-GPU node using general-purpose GPUs. The speedup comes from FP4 quantization and DFlash, a block-masked parallel speculative decoding method that accepts more tokens per verification, with TileRT tailoring its compiler and kernels to these techniques. Open weights for the FP4 + DFlash checkpoint are available on Hugging Face.

AIAntigravity has enabled the /teamwork-preview command for all paid plans, letting users run parallel implementation and verification agents on complex tasks. The post says the team built a working OS with it, but warns that it can consume a large number of tokens.

AIBaidu CoBuddy is now available for free on Novita AI, a code-focused model aimed at developers and AI agents. It offers a 131K context window, up to 65K output tokens, and native tool calling. The model is served through Novita's serverless API for high-throughput, low-latency inference.

AIVarun Mohan announced a new Antigravity IDE release that significantly reduces cases of memory usage blowing up. He said the team is pushing hard on performance and reliability and will address user feedback.