The @graphprotocol core dev update! @graphopsxyz April update is out 👇 Shipped: • Substreams Data Service: real end-to-end flow against a live Substreams endpoint in the GraphOps cluster • New reth chart on Launchpad • erigon bumped to v3.4.0 • graph-node indexer agent upgrades @PropellerSwap Tycho GTM work continues with the Foundation. forum.thegraph.com/t/graphop…

Correct: action filters alone are weak. ODEI doesn’t use the model’s private reasoning as the trust boundary. The trust boundary is pre-commit: a model plan has no authority until it is serialized into typed Proposal / GraphOps / ActionOps and evaluated by the control plane: actor attestation, provenance, RBAC, layer protection, risk tier, proposal state, and human approval for protected layers or external commitments. So yes, a misaligned plan can form inside the model. ODEI’s answer is not “the model will never plan badly.” It’s “the model cannot convert that plan into world-state mutation through the ODEI execution path unless authority exists.” Where does runtime governance break? If the model escapes the action boundary entirely: forged human approval, host compromise, unregistered tools, or direct writes outside MCP/action registry. We’re not claiming inner alignment solved. We’re claiming bounded personal agency with an untrusted-model control plane.

@grok One thing we hit shipping 100 insights from this thread: raw daemon output is thousands of lines, maybe 5% is structurally meaningful. We extract typed GraphOps inline during execution rather than a second LLM pass. Curious how xAI handles structured outcome extraction from...

🚨 Here’s GraphOps’ March 2026 update — massive progress on the decentralized data layer 🔥 Biggest bullish highlights: • SUBSTREAMS DATA SERVICE (SDS) hits major milestone: First-ever fully working end-to-end flow! MVP now ~75% complete — Substreams data flowing between Consumer & Indexer via gRPC with trust-minimized incremental payments • Tycho GTM strategy advancing in collaboration with The Graph Foundation & PropellerHeads — bringing Tycho to The Graph Network • Kubernetes Launchpad upgraded with new charts (erigon v3.3.10, arbitrum-nitro, graph-node, etc.) OpenShift security fixes • Direct support for Rewards Eligibility Oracle (REO) testing & rollout on the core network subgraph This is the infrastructure payments plumbing that unlocks Substreams on-network and powers the next wave of The Graph. Full GraphOps March update here: forum.thegraph.com/t/graphop… What’s next → Finalize SDS MVP (fee collection provider side), Tycho Public Beta, and Indexer Office Hours on April 14 👀 #TheGraph #Substreams #Tycho #Web3

The problem: Merkle ledger and on-chain registry could disagree about world state, and agents had no way to know which was canonical. Fix is a queryable GraphOps layer that reconciles both before any guardian write clears. api.odei.ai/worldmodel/

Core Dev @graphprotocol GraphOps ( @graphopsxyz ) Jan '26 Update 🔥 • Tycho: Expanded protocol coverage w/ more extractors → better data integrity • Kubernetes Launchpad: Major Nimbus-eth2 upgrade, Erigon/Proxyd fixes, NGINX & monitoring stack updates (0.7.6 Proxyd, etc.) • Network Ops: Fixed tokenCapacity/balance issues QoL Analytics subgraph improvements • Substreams Data Service: MVP sidecars started w/ StreamingFast Next: More Tycho Substreams progress! Join Indexer Office Hours Tuesdays 5pm UTC 👀 forum.thegraph.com/t/graphop…

@graphprotocol Core Dev updates for @graphopsxyz GraphOps highlights: • Supported the Graph Horizon production rollout & fixed legacy allocation issues • Shipped Subgraph Linter (CLI VSCode) for better subgraph quality • Improved Tycho price solver & TVL accuracy • Updated Kubernetes Launchpad charts, indexer & monitoring • Advanced Substreams Data Service specs More details 👇 forum.thegraph.com/t/graphop…

📅 Builders Office Hours today at 1pm EST @juanmardefago from @graphops will walk through Subgraph Linter—a new tool that performs static analysis on Subgraph mappings to catch bugs that compile fine but crash at runtime. Join @Marcus_Rein_ from @edgeandnode for the conversation.

📅 Builders Office Hours tomorrow at 1pm EST @juanmardefago from @graphops will walk through Subgraph Linter—a new tool that performs static analysis on Subgraph mappings to catch bugs that compile fine but crash at runtime. Join @Marcus_Rein_ from @edgeandnode for the conversation.

🎆👩‍🚀 The Graph's 2025 Year in Review: The invisible engine of the decentralized web The year 2025 will be remembered as the moment the "Invisible Engine" of Web3 finally became impossible to ignore. For years, the industry talked about decentralizing the data layer; this past year, The Graph's Core Devs actually did it. We have moved beyond the experimental phase into a "New Era" where subgraphs, substreams, and AI-driven data pipelines form the bedrock of every major decentralized application. This isn't just a technical upgrade: it is the realization of a permissionless internet where data is no longer held captive by centralized gateways. As the Graphtronauts community, we have watched this evolution unfold month by month. From the completion of the "Sunrise" initiative to the birth of the World of Data vision, 2025 was defined by a relentless commitment to performance, verifiability, and accessibility. The following thread is a comprehensive journey through the milestones achieved by Edge & Node, Semiotic Labs, StreamingFast, GraphOps, Pinax, Messari, Geo, and Wonderland. Let’s dive into how the protocol solidified its role as the global query layer for the future of AI and blockchain. - - - - - - - - - - @graphprotocol @GraphDevs $GRT #GRT #AI @streamingfastio @edgeandnode @graphopsxyz @PinaxNetwork @semioticlabs @Wonderland

We're running staking operations for Aztec! We supported @aztecnetwork since day one with both a prover and a sequencer. Now, you can stake with GraphOps to secure the network by delegating your AZTEC tokens to spin up a new sequencer.

We’re headed to @APIdaysGlobal Paris | GraphQL Day 2025! 🎉 Catch Apollo talks on GraphOps, LLM workflows, response caching & more. Heading to Paris? Drop a comment, let’s connect! 🇫🇷✨

[Aztec Sequencer 노드 구동(10.28. 업데이트 이후)] 예전 @aztecnetwork 노드 돌리던 vps가 초기화 되어서 다 날아갔더라고요 ㅜㅜ @JayKryptoX 님의 가이드를 보고 "다시 노드를 돌려야지~" 생각한게 몇 주가 지나버렸습니다 ㅋㅋ 시장이 폭락해줘서 시간이 좀 남더라고요 ^^; 제이님의 조언을 바탕으로 외부 RPC가 아닌 직접 RPC를 운영하는 조건으로 가이드를 작성해봤습니다. 최근 디스코드에 올라온 업데이트 내용을 반영했습니다. 제이님의 RPC 가이드는 댓글에 남겨두겠습니다. 1⃣ 준비사항 - RPC 가이드 완료 - VPS 구매(6코어, 램 24GB, 용량 1500GB) - Sepolia RPC 정상 작동 중 (http://vps의IP:9999 에서 확인) - 지갑 주소 및 private key - VPS IP - Ubuntu 24.04 2⃣시스템 준비(한번에 복붙) screen -S aztec && \ cd ~ && \ sudo apt-get update && sudo apt-get upgrade -y && \ sudo apt install curl iptables build-essential git wget lz4 jq make gcc nano automake autoconf tmux htop nvme-cli libgbm1 pkg-config libssl-dev libleveldb-dev tar clang bsdmainutils ncdu unzip ufw screen gawk -y && \ sudo usermod -aG docker $USER && \ newgrp docker && \ sudo ufw allow 22 && \ sudo ufw allow ssh && \ sudo ufw allow 40400/tcp && \ sudo ufw allow 40400/udp && \ sudo ufw allow 8080 && \ sudo ufw --force enable && \ sudo ufw reload && \ docker --version && \ echo "시스템 준비 완료" 3⃣ Aztec 경로 및 환경 설정 (메모장 켜서 프라이빗 키, 지갑주소, VPS IP 수정 후 그대로 터미널에 복붙) mkdir -p ~/aztec && cd ~/aztec && \ cat > .env << 'EOF' ETHEREUM_RPC_URL=http://localhost:8545 CONSENSUS_BEACON_URL=http://localhost:3500 VALIDATOR_PRIVATE_KEYS=0x여기에_프라이빗키_입력 COINBASE=0x여기에_지갑주소_입력 P2P_IP=여기에_VPS_IP_입력 GOVERNANCE_PROPOSER_PAYLOAD_ADDRESS=0xDCd9DdeAbEF70108cE02576df1eB333c4244C666 EOF 4⃣ Docker Compose 파일 생성(한번에 복붙) cat > docker-compose.yml << 'EOF' services: aztec-node: container_name: aztec-sequencer image: aztecprotocol/aztec:2.0.4 restart: unless-stopped network_mode: host environment: ETHEREUM_HOSTS: ${ETHEREUM_RPC_URL} L1_CONSENSUS_HOST_URLS: ${CONSENSUS_BEACON_URL} DATA_DIRECTORY: /data VALIDATOR_PRIVATE_KEYS: ${VALIDATOR_PRIVATE_KEYS} COINBASE: ${COINBASE} P2P_IP: ${P2P_IP} LOG_LEVEL: info GOVERNANCE_PROPOSER_PAYLOAD_ADDRESS: ${GOVERNANCE_PROPOSER_PAYLOAD_ADDRESS} entrypoint: > sh -c 'node --no-warnings /usr/src/yarn-project/aztec/dest/bin/index.js start --network testnet --node --archiver --sequencer --snapshots-url snapshots.aztec.graphops.xyz…' ports: - 40400:40400/tcp - 40400:40400/udp - 8080:8080 volumes: - /root/.aztec/testnet/data/:/data EOF echo "Docker Compose 파일 생성 완료~~" 5⃣ 노드 실행(한번에 복붙) cd ~/aztec && \ docker compose pull && \ docker compose up -d && \ sleep 5 && \ docker compose logs --tail=30 && \ echo "" && \ echo "========================================" && \ echo "Aztec 노드 시작!" && \ echo "========================================" && \ echo "Screen 세션 나가기: Ctrl A, D" && \ echo "로그 다시 보기: docker compose logs -f" && \ echo "동기화 확인하기: 아래 명령어 실행" && \ echo "========================================" 6⃣ 동기화 확인(위의 "Screen 세션 나가기" 이후 실행 ) bash <(curl -s raw.githubusercontent.com/ce…) 7⃣ 노드구동 체크리스크 - 로그에 Aztec Node version: 2.0.4 표시 - 로그에 Started validator with addresses 표시 - 로그에 Aztec Server listening on port 8080 표시 - 동기화 스크립트에서 "Successful check" 표시 8⃣ 주요 변경 사항 - 스냅샷 서버 변경(Google Cloud Storage -> Graphops) - 환경변수 추가(GOVERNANCE_PROPOSER_PAYLOAD_ADDRESS) - 이미지 버전 업데이트(2.0.4) 이후 인용글의 가이드대로 디스코드롤 등록 등을 진행하시면 되겠습니다! 제이님이 가이드를 초보자도 알 수 있게 상세히 작성해주셔서, 같이 보시면 훨씬 쉽게 진행하실 수 있을 거예요. 막히시는 부분은 언제든 다

GraphOps is hiring! Join us in building the future of decentralized data. If you’re impact-driven and thrive in high-performance teams, you might be exactly who we're looking for. → infrastructure engineer → software engineer Apply below 👇

Thank you, Chris <3 I couldn't be more grateful for my time at GraphOps

Two years ago, I walked into @graphopsxyz and @graphprotocol with curiosity. Two years later, I walked out with wisdom. After a moment to let it all settle, I'm stoked to share that I'm joining @CambrianNetwork to help build the foundational blockchain for financial intelligence 🪴 I've always been captivated by technology's impact on human life. That's why I choose to work with mission-driven teams, because I believe in building with purpose and aligned incentives that move us toward an optimistic future where humanity, technology, and nature flourish together. As AI and crypto converge into agentic finance, Cambrian is creating data infrastructure that serves today's human-guided agents while laying the groundwork for agents that will soon consume lifetimes of data in minutes. GraphOps and The Graph gave me two years of incredible growth. Deeply grateful for the learning, the real progress, and the privilege of caring for our Indexer community 💜 I'm really excited to build along @0xsamgreen, @bermchain, @0xrhota, @wizofeast, @rickydata42, @Ja_Brann, and @0xtatu! Let's 𝖆𝖈𝖈𝖊𝖑𝖊𝖗𝖆𝖙𝖊 🪴

Graphops can also be viewed as integral operators via a family of finite measures, this makes generalizing (the kernel forms of) graphons to them more apparent.

I need to study more operator theory. A particular class of objects called graphops generalizes graphons and graphings. Firstly, by viewing a finite graph's adjacency as a linear map on functions, then take a limit of a family of graph, the adjacency is now an operator acting on-