open-source.layer.re

Open source

Open-weight AI remains an active capability-distribution path, with Kolibri providing a new Apache-2.0 European model release and Reflection signaling further expansion of institution-controlled open-weight deployment.

What changed

publication or official action

OpenRAC reports 100-percent original-code byte matching across four regional Ratchet & Clank PS2 builds

A 5 November 2026 OpenRAC merge reports completion of matching the remaining Japanese and PAL regional functions, after initial 100% coverage of measured Ratchet & Clank 2002 code in the October 26–November 1 week. Project-produced ByteMatch/objdiff reports show original-code byte fidelity across PAL 2.00, PAL 1.00, NTSC-J and NTSC-U builds. These are reproducible matching claims for mapped executable code, not full data decompilation, complete gameplay testing or evidence a native PC port was released by this project.

Status
verified
Confidence
93%
Canonical ID
evt-20261106-openrac
publication or official action

RAC-Native releases Ratchet & Clank native source-port v0.7.0 with regional disc-data support

RAC-Native's tagged 4 November 2026 v0.7.0 publication adds further original-disc regional data compatibility, Japanese voice and PAL text import, and updates to renderer/input and macOS source-build path. Its C++ port has internally documented R5900 function-oracle and RAM-hash regression methods, not a new proof of universal gameplay equivalence. Independent end-to-end cross-platform and cross-regional verification remains outstanding, and original legally held game files are required. Earlier port and full-playthrough claims are not credited as first appearing in this version.

Status
verified
Confidence
93%
Canonical ID
evt-20261106-racnative
publication or official action

Chimera TAS frontend releases additional officially listed emulator cores in 1 November nightly

The 1 November 2026 ToolAssisted.run Chimera nightly publicly lists integrations for Mesen, Supermodel, 86Box, ZEsarUX and Sonic Origins RSDKv5U. Earlier October MCP access and one SDLPoP game-specific semantic state schema with 193 named properties are predecessor capabilities, not first introduced on 1 November. Release files and dated code changes are published, but broad compatibility, multi-host deterministic replay and general semantic state across all emulators are not independently tested; separate core packages and legally held game data are required.

Status
verified
Confidence
93%
Canonical ID
evt-20261104-chimera
publication or official action

Hidden Palace publishes recovered Sega Technical Institute game prototypes and Segapede source archive

On 31 October 2026 preservation researchers at Hidden Palace shared recovered Sega Technical Institute prototype materials originally dating to 1991–1994, including Jester, B-Bomb, Treasure Tails and Segapede source-derived material with a documented build pathway. This is a public archival release of historically produced artifacts, not their original game-creation event; reconstructed ROM execution, artifact hashes and cross-emulator compatibility have not been independently verified in this review.

Status
verified
Confidence
93%
Canonical ID
evt-20261107-archive
publication or official action

Recursive publishes Flint open-weight coding model

On 21 October 2026 Recursive made Flint model weights publicly downloadable under Apache-2.0. The reported use of automated research experiments and claimed inference-kernel improvement are attributed to Recursive and NVIDIA, not independently measured. This release does not establish recursive self-improvement.

Status
verified
Confidence
96%
Canonical ID
evt-traffic-20261022-flint-release
game preservation release

ScummVM 2026.4.0 extends preservation support including Dungeon Master

ScummVM announced a 2026.4.0 release on October 11 reporting support for about 194 new titles across 12 engines, including more than 140 Wintermute games, Dungeon Master and Star Wars Rebel Assault. The October 8 Dungeon Master public testing scope is limited to named DOS and Amiga editions. Maintainer coverage claims are not independently full-playthrough-verified; the update is executable preservation, not agent semantic telemetry.

Status
verified
Confidence
99%
Canonical ID
evt-rts-20261011-scummvm-2026-4-0-release
open source development retrospective publication

PostgreSQL committer publishes retrospective on PostgreSQL 19 beta feature reverts

Original public milestone: PostgreSQL committer publishes retrospective on PostgreSQL 19 beta feature reverts. Evidence-only proposal; no claim of global canonical novelty, independent replication or realized downstream effects.

Status
verified
Confidence
87%
Canonical ID
evt-hist-phase33-postgresql19-reverts-analysis
game localization patch release

Pokémon Unbound DE publishes AI-assisted German fan-localization beta

The fan team published a v0.1-beta BPS localization patch built for Unbound 1.0.1, with approximately 17,000 translated text entries and a developer-measured 98% visible German text. Automated emulator tests and AI-assisted translation are documented; this is a beta and completeness and language quality are not independently certified.

Status
verified
Confidence
99%
Canonical ID
evt-rts-20261010-pokemon-unbound-de-beta
ai vulnerability scanner release

Anthropic launches unreviewed OSS vulnerability scanner

Anthropic launched OSS Scanner, an opt-in recurring service that sends raw model-generated vulnerability reports, reproducers and candidate patches to eligible open-source maintainers. The release follows a pipeline where candidate generation materially exceeded human review capacity.

Status
verified
Confidence
99%
Canonical ID
evt-anthropic-oss-scanner-launch-20261008
agent tool distribution change

ARTEX maintainer says public releases and support will stop after reported misuse

Reuters reported that ARTEX developer Autumn-27 announced a closed-source conversion, end of public releases/support and removal of the public GitHub repository after reported malicious use. This is a developer distribution response separate from the already-canonical South Korean financial-sector incident.

Status
verified
Confidence
94%
Canonical ID
evt-rts-20261010-artex-maintainer-distribution-withdrawal
research evidence publication

SemiAnalysis publishes nine-developer model-safety disclosure census

SemiAnalysis reported 857 model releases across nine Chinese developers through September 15, 2026; 31 had developer-published model-specific safety results and nine had such results at or before launch. The count is publication-specific. Missing public disclosure does not imply no private testing or prove unsafe models.

Status
verified
Confidence
93%
Canonical ID
evt-rts-20261010-semianalysis-china-model-safety-audit
open source agent sandbox announcement

AWS publishes Strands Box isolated AI-agent sandbox implementation

Public documentation milestone: AWS publishes Strands Box isolated AI-agent sandbox implementation. Consult source for claims, date differences and limitations; Phase30 source receipt #1113. No global novelty or downstream outcomes implied.

Status
verified
Confidence
88%
Canonical ID
evt-hist-phase30-aws-strands-box-dogwood
peer reviewed research publication

Nature publishes peer-reviewed Bolmo byteification language-model study

Public documentation milestone: Nature publishes peer-reviewed Bolmo byteification language-model study. Consult source for claims, date differences and limitations; Phase30 source receipt #1114. No global novelty or downstream outcomes implied.

Status
verified
Confidence
88%
Canonical ID
evt-hist-phase30-nature-bolmo-byteification
open weight multimodal model release

Google releases EmbeddingGemma 2 740M multimodal embedding model

Google announced EmbeddingGemma 2 Oct 6, 2026, 740M parameters, unified text/images/video/audio, Apache-2.0 licensing and on-device positioning. Performance numbers are original provider benchmarks, not independent guarantee.

Status
verified
Confidence
87%
Canonical ID
evt-hist-2026phase29-embeddinggemma2-open-release
frontier model preview

Mistral Large 4 enters API preview

Mistral opened Large 4 in API preview, adding a concrete European frontier/open-weight-path model. Public weights are planned for later in October, and comparative performance claims remain independently unverified.

Status
verified
Confidence
98%
Canonical ID
evt-mistral-large4-preview-20261006
frontier model preview

Reflection debuts Beam in early access

Reflection moved its previously announced open-weight effort to a concrete early-access Beam preview, without yet completing a public-weight release.

Status
verified
Confidence
97%
Canonical ID
evt-reflection-beam-preview-20261005
emulator agent interface release

emucap v1.0.0 publishes multi-emulator MCP observation and control

The October 4 emucap v1.0.0 release provides agent-facing MCP/CLI access to emulator observation and control: screenshots, input, frame stepping, memory and register reads, debugging and checkpoints. Supported emulator/host capabilities differ; raw memory values are not automatically semantic game state, and universal deterministic replay or complete cross-platform compatibility is not shown.

Status
verified
Confidence
97%
Canonical ID
evt-rts-20261004-emucap-mcp-emulator-control
open weight model precursor

Reflection AI prepares first open-weight model and AI-factory architecture

Axios reports on October 4 that Nvidia-backed Reflection is preparing its first open-weight model for release soon, with expected performance competitive with leading Chinese open-weight systems while initially below the most advanced U.S. closed models. Reflection's broader 'AI factory' concept combines institution-owned data, open weights and dedicated compute to create localized proprietary AI systems. Because the model has not yet been released, this should be treated as a precursor signal rather than a model-release artifact or event.

Status
reported
Confidence
87%
Canonical ID
evt-reflection-open-weight-plan-20261004
open weight model release

Aleph Alpha releases Kolibri sovereign open-weight model

Aleph Alpha released Kolibri on October 3 as a publicly downloadable German-English Mixture-of-Experts model under Apache 2.0. The primary release specifies 78.1B total parameters, 3.46B active parameters per token, controllable reasoning modes, tool calling and support for contexts up to 1,048,576 tokens with 262,144 recommended for efficient operation. The weights are publicly available through Hugging Face. This is concrete evidence of European open-weight model capability and sovereign/on-prem deployment options, not merely an announced future model.

Status
verified
Confidence
99%
Canonical ID
evt-kolibri-open-weight-release-20261003
game recompilation milestone

Daytona USA native recompilation is playable and AI-assisted

A Daytona USA Model 2 project now runs the original game logic as native code on modern desktop platforms. The repository says the i960 program and uploaded TGP program are statically recompiled to portable C++, while fixed-function graphics hardware is implemented natively. It supports keyboard/gamepad input, audio and builds on Windows, macOS and Linux. Time Extension's updated report provides evidence of Claude assistance during development. Accuracy work is not finished: closer verification against original Model 2 hardware remains a goal, and modern resolution/upscaling support is still planned.

Status
verified
Confidence
94%
Canonical ID
evt-daytona-native-recomp-playable-20261002
open weight model release

Ai2 open-sources AstaBrief 8B cited scientific-report model

Ai2 published AstaBrief 8B and training data on Oct 2 2026; its reported 51.1 versus 178.5 second report-generation pipeline speeds are issuer benchmarks, not independently established general science quality.

Status
verified
Confidence
90%
Canonical ID
evt-hist-2026phase27-ai2-astabrief
agent hardware surface expansion

Meta opens Muse to third-party and DIY hardware through Muse Gadgets

Meta published open ESP32 and Linux Muse Gadget SDKs and Home Link documentation that let users connect Muse to displays, buttons, sensors, actuators, Linux systems and compatible local devices. The event supports separation between a persistent agent service and replaceable hardware access surfaces without establishing a standardized portable agent-identity architecture.

Status
verified
Confidence
95%
Canonical ID
evt-meta-muse-gadgets-20261002
agent database infrastructure acquisition

Supabase announces Turso acquisition for many-small-database agent workloads

Supabase announced it was acquiring Turso and developing SQLite-derived on-demand databases for agent-built applications. Supabase reported over one million databases launched weekly; this is company-reported platform activity, not independently measured universal adoption of per-agent databases.

Status
verified
Confidence
99%
Canonical ID
evt-rts-20261010-supabase-turso-acquisition
agent database infrastructure acquisition

Supabase acquires Turso to expand agent-oriented database infrastructure

Supabase announced it is acquiring Turso, whose SQLite-derived architecture is designed for very large numbers of lightweight databases loaded and suspended on demand. Both companies explicitly connect the acquisition to agent workloads and cheap, rapidly provisioned isolated databases. Supabase's workload figures are company-reported and do not establish that every agent requires its own database.

Status
verified
Confidence
96%
Canonical ID
evt-supabase-acquires-turso-20261002
open source model platform announcement

Cloudflare introduces open-source Clef decision models and RL tuning platform

Cloudflare announced Clef and Clef-flash decision models on October 1 as open-source Workers AI offerings alongside a reinforcement-learning fine-tuning platform. The first-party announcement does not independently prove comparative inference performance or uptake.

Status
verified
Confidence
89%
Canonical ID
evt-hist-2026phase26-cloudflare-clef
research nonprofit public announcement

Trillium Labs publicly announces frontier AI open-science nonprofit

Original Trillium Labs launch post dated October 1 2026 describes a frontier AI open-science nonprofit; original index labels October 2. Announcement establishes mission and founding publicity, not completed downstream open science publications.

Status
verified
Confidence
90%
Canonical ID
evt-hist-2026phase27-trillium-labs-announcement
ecosystem integration

DeepSeek and Huawei deepen Ascend software-stack integration

DeepSeek said it was open-sourcing programming infrastructure for Huawei Ascend chips and jointly advancing supernode software, including TileLang-related work.

Status
verified
Confidence
97%
Canonical ID
evt-deepseek-huawei-stack-20260930
agent infrastructure release

NVIDIA launches Open Agent Safety Platform

NVIDIA released OpenShell and the Sentry reference design to enforce agent boundaries across software and hardware, including policy, identity, tool and data-access controls.

Status
verified
Confidence
99%
Canonical ID
evt-nvidia-agent-safety-20260928
open science dataset publication

NVIDIA collaborators publish predicted viral protein complex structures

NVIDIA announced an open AlphaFold2-predicted dataset of 3D protein complex structures from more than 2800 viruses with Google DeepMind and EMBL-EBI. Predicted structures are not experimentally verified determinations or clinical effectiveness.

Status
verified
Confidence
92%
Canonical ID
evt-hist-20260924-viral-complex-open-predictions
open weight model release

Qwen publishes open-source Qwen-Image-2.1 model release

Qwen publicly announced open-sourcing Qwen-Image-2.1 on September 20, 2026, a compact image-generation and editing model with native RGBA transparency. Architecture and benchmarks are publisher-reported, not independent proof of quality or downstream adoption.

Status
verified
Confidence
92%
Canonical ID
evt-hist-20260920-qwen-image21
historical public event

LiteLLM reports malicious PyPI package versions distributed on March 24

LiteLLM documented a supply-chain compromise involving PyPI releases 1.82.7 and 1.82.8 published on 24 March 2026. The precise affected installations, downstream exfiltration and alleged Mercor causal chain require separate proof.

Status
verified
Confidence
97%
Canonical ID
evt-pc26q1-15f50e12407f
historical material change

Universal Commerce Protocol is introduced

Google announces an open commerce protocol with retailers and platforms for agent shopping workflows.

Status
verified
Confidence
96%
Canonical ID
evt-2026q1-ucp
historical material change

Agentic AI Foundation is formed

MCP, goose and AGENTS.md join a neutral foundation for agent infrastructure collaboration.

Status
verified
Confidence
96%
Canonical ID
evt-2025q4-aaif
historical material change

AP2 agent payment protocol is announced

AP2 specifies cryptographically signed mandates linking user intent and agent-mediated payment actions.

Status
verified
Confidence
96%
Canonical ID
evt-2025q3-ap2
historical material change

OpenAI releases gpt-oss weights

Two reasoning model weight releases become available under Apache 2.0.

Status
verified
Confidence
96%
Canonical ID
evt-2025q3-gpt-oss
historical material change

A2A protocol is announced

Google launches an open agent communication protocol with an initial partner ecosystem.

Status
verified
Confidence
96%
Canonical ID
evt-2025q2-a2a
historical material change

Gemma 3 releases compact multimodal model family

Google released a compact Gemma 3 family with vision support in selected sizes and developer deployment options.

Status
verified
Confidence
97%
Canonical ID
evt-2025q1-gemma3
historical material change

Responses API and Agents SDK launch

OpenAI released Responses API tool integrations and an open Agents SDK for orchestration, handoffs and tracing.

Status
verified
Confidence
97%
Canonical ID
evt-2025q1-responses
historical material change

DeepSeek-R1 releases reasoning weights

DeepSeek released R1 code and weights under MIT licensing and associated distilled models.

Status
verified
Confidence
97%
Canonical ID
evt-2025q1-r1
historical material change

DeepSeek-V3 releases model and API

DeepSeek released V3 weights and an API update using a mixture-of-experts architecture.

Status
verified
Confidence
97%
Canonical ID
evt-2024q4-deepseek-v3
historical material change

Model Context Protocol is open-sourced

Anthropic released MCP specifications and implementations for standardized assistant connections to tools and data.

Status
verified
Confidence
97%
Canonical ID
evt-2024q4-mcp
historical material change

Qwen2.5 releases general, coding and mathematics weights

Qwen released model families spanning general language, coding and mathematics with downloadable weights and inference integrations.

Status
verified
Confidence
97%
Canonical ID
evt-2024q3-qwen25
historical material change

Gemma 2 models become available

Google released Gemma 2 9B and 27B model weights and developer integrations.

Status
verified
Confidence
97%
Canonical ID
evt-2024q2-gemma2
historical material change

Llama 3 weights release and Meta AI expands

Meta released Llama 3 8B/70B models and integrated Llama-based Meta AI into its apps in additional markets.

Status
verified
Confidence
97%
Canonical ID
evt-2024q2-llama3
historical material change

OLMo publishes an open training and research stack

Ai2 released OLMo weights alongside training data, training and evaluation code and intermediate checkpoints.

Status
verified
Confidence
97%
Canonical ID
evt-2024q1-olmo
open moe model release

Mistral releases Mixtral 8x7B

Mistral released a sparse mixture-of-experts model with open weights under Apache 2.0.

Status
verified
Confidence
99%
Canonical ID
evt-mixtral-20231211
open safety tooling release

Meta releases Purple Llama safety tooling

Meta released open trust/safety tools including CyberSec Eval and Llama Guard.

Status
verified
Confidence
99%
Canonical ID
evt-purple-llama-20231207
cross embodiment robotics release

Open X-Embodiment and RT-X released

DeepMind and partners released a dataset spanning 22 robot types and RT-X models.

Status
verified
Confidence
99%
Canonical ID
evt-openx-20231003
open model release

Mistral AI releases Mistral 7B

Mistral AI released Mistral 7B under the Apache 2.0 license for unrestricted local and cloud deployment.

Status
verified
Confidence
99%
Canonical ID
evt-mistral7b-20230927
open weight model release

Meta releases Llama 2

Meta released Llama 2 weights/code for research and broad commercial use under its Community License.

Status
verified
Confidence
99%
Canonical ID
evt-llama2-20230718
open foundation model release

Falcon 40B moves to permissive open release

Falcon 40B weights became available for research/commercial use under permissive terms.

Status
verified
Confidence
98%
Canonical ID
evt-falcon40b-20230531
open foundation model release

MosaicML releases MPT-7B

A commercially usable open-source 7B foundation-model family.

Status
verified
Confidence
98%
Canonical ID
evt-mpt7b-20230505
open training data release

RedPajama releases open LLM training dataset

An open 1.2T-token dataset intended to reproduce an important part of the LLaMA training-data stack.

Status
verified
Confidence
98%
Canonical ID
evt-redpajama-20230417
vision foundation model release

Meta releases Segment Anything

SAM and SA-1B were released as a general segmentation research resource.

Status
verified
Confidence
98%
Canonical ID
evt-sam-20230405
open speech model release

OpenAI releases Whisper models and inference code

OpenAI open-sourced Whisper models and inference code for multilingual transcription and translation after training on 680,000 hours of multilingual and multitask supervised web data.

Status
verified
Confidence
99%
Canonical ID
evt-whisper-open-20220921
open weight image model release

Stable Diffusion receives public weight release

Stability AI publicly released Stable Diffusion under CreativeML OpenRAIL-M for commercial and non-commercial use subject to responsible-use conditions.

Status
verified
Confidence
99%
Canonical ID
evt-stable-diffusion-public-20220822
public conversational agent research release

Meta deploys BlenderBot 3 public conversational-agent research demo

Meta released BlenderBot 3 with internet search, long-term-memory capability, public user feedback and shared model/data/code for conversational-agent research.

Status
verified
Confidence
97%
Canonical ID
evt-blenderbot3-20220805
open frontier language model release

BigScience releases BLOOM 176B

BigScience and Hugging Face released BLOOM, a 176B multilingual model with downloadable weights and training transparency under a responsible-use license.

Status
verified
Confidence
99%
Canonical ID
evt-bloom-release-20220712
controlled frontier model release

Meta releases OPT-175B for controlled research access

Meta released code, smaller checkpoints, training logs and controlled noncommercial research access to OPT-175B, bringing 175B-scale model inspection closer to researchers outside a few frontier labs.

Status
verified
Confidence
99%
Canonical ID
evt-opt-175b-20220503
open model release

GPT-NeoX-20B becomes publicly accessible outside a closed frontier API

CoreWeave and EleutherAI announced GPT-NeoX-20B public API access and an imminent full open-source release, expanding the open-model path for large language model research and applications.

Status
verified
Confidence
94%
Canonical ID
evt-neox-public-20220202

Recent signals