N

[N @CortexAndMath]

The Graph can be used to index and query data stored on #Filecoin. This will give AGI systems decentralized access to data and models.

[The Graph @graphprotocol]

A new roadmap. A New Era of The Graph 🗺️

The Graph’s new roadmap introduces a bold and transformative vision for the future of The Graph! The new R&D roadmap details an expansion of The Graph’s ability to serve web3’s growing demands for data access, while better serving builders and protocol contributors, and improving the overall simplicity and efficiency of the network.

After three years of serving builders, The Graph Network is mature, reliable, and performant. The Graph ecosystem has followed through on its commitment to democratize access to blockchain data while also establishing subgraphs as a web3 standard.

But The Graph’s innovation journey doesn’t end there.

The New Era of The Graph is organized into five core objectives:

1️⃣ World of Data Services: Expanding to provide new data services beyond subgraphs to deliver a rich market of data on the network, serving novel use cases for data scientists and more. This will include more data sources, new query languages, and support for LLMs.

2️⃣ Developer Empowerment: Supporting developers through enhanced DevEx and tooling by introducing streamlined billing, clear pricing models, a new free query plan, and reduced gas fees. A more SaaS-like experience for devs, without compromising on decentralization!

3️⃣ Protocol Evolution & Resiliency: Delivering improvements resulting in a more resilient, flexible, and simple protocol, including updates to delegation.

4️⃣ Optimized Indexer Performance: Boosting network performance with improved Indexer tooling and operational capabilities to deliver increased scalability, reduce costs, and enhanced network reliability.

5️⃣ Interconnected Graph of Data: Creating tools for composable data and a global, organized knowledge graph – interlinking open data and making it easier to build upon.

The new roadmap sets in motion an exciting evolution in web3 data infrastructure. In a phased rollout, The Graph will introduce many new features and benefits, including the integration of new data services, new query languages, enhanced developer tooling, improved UX + UI, alongside greater protocol efficiency and resilience.

As this new era unfolds, The Graph crystallizes as the connective tissue across the many layers of the web3 stack, evolving into a comprehensive, interwoven graph of data equipped to serve every project dreamt up by web3’s innovators.

Read the full announcement linked in the comment below!

[Filecoin @Filecoin]

RAG reduces hallucinations by up to 71%.

The bottleneck is the $90,000 egress bill to move a petabyte out of a hyperscaler.

Filecoin Onchain Cloud is built to eliminate that penalty, zero retrieval cost, continuous proof of integrity. Filecoin removes the price of admission.

[Filecoin @Filecoin]

AI can generate a photo of any moment.

Only verified storage can prove which one actually happened.

Filecoin is built for exactly that difference.

[gwom @gwom83113]

$FIL

One of the most undervalued assets you can buy in the crypto market right now.

You've had 4 months to accumulate under $1.

Don't hate me when we're sitting at $20 next year.

[gwom @gwom83113]

$FIL Is About to Do Something It's NEVER Done Before....

$50 is my target 🎯

NFA &v DYOR

[Filecoin @Filecoin]

Hyperscalers are securing transformer factory slots before finalizing project locations.

Independent AI developers can't compete with five-year capital commitments.

Filecoin's globally distributed network gives them exabyte-scale capacity without the queue. Use it.

[Filecoin @Filecoin]

.@Snowflake $6 billion AWS commitment is built on centralized infrastructure that creates integration debt faster than teams can pay it down.

Filecoin is built so automated contracts govern data access, which agents get what, for how long, and at what cost.

[Filecoin @Filecoin]

One petabyte of spatial assets costs $23,000 per month on standard cloud tiers.

High-density 3D mapping generates terabytes per square mile.

Filecoin is built for this workload. Storage across independent providers, zero retrieval penalty, cryptographic proof of integrity.

[Filecoin @Filecoin]

AI racks now push 100 to 160 kilowatts. Traditional data centers were built for 5 to 10.

The grid was never designed for this load. Storage tolerates latency in a way compute can't.

Filecoin providers deploy wherever power exists, not wherever the grid was built.

[Filecoin @Filecoin]

@brian_armstrong Great list.

Every item on it generates records that need to hold up. None of it sticks long-term without verifiable, persistent storage underneath.

[Filecoin @Filecoin]

80% of enterprise RAG projects fail because data costs too much to reach.

Retrieving 100 TB from AWS cold storage costs $9,000 before a single inference runs. Filecoin Onchain Cloud removes the retrieval penalty and cryptographically verifies every file.

[Filecoin @Filecoin]

The spatial computing market hits $225 billion this year.

Pulling 100 TB of point cloud data out of a legacy cloud costs $12,000 in egress fees before a single rendering job runs.

Filecoin is built for zero-egress retrieval at exabyte scale.

[Filecoin @Filecoin]

Enterprise HDDs are sold out for 2026. Global AI storage demand exceeds 200 exabytes by year's end.

A single frontier training run writes hundreds of gigabytes of checkpoints daily.

Filecoin coordinates verifiable storage at an exabyte scale. The capacity exists now.

[Filecoin @Filecoin]

88% of generative AI pilots never reach production. 53% cite data infrastructure failures.

A file that exists is not the same as a file that can be trusted.

Filecoin identifies data by what it is; if the content changes, the identifier changes. Verification is built in.

[Filecoin @Filecoin]

Over 70% of all IoT sensor data is collected, briefly monitored, and then discarded.

@tableland records the data in SQL. Filecoin archives it with cryptographic proof of provenance.

The same datasets, fast for applications today, verifiable for researchers decades from now.

[Filecoin @Filecoin]

80% of scientific data is permanently lost within 20 years of publication.

The @SETIInstitute stored 60+ GiB of research data on Filecoin instead.

Cryptographically verified, accessible to any researcher worldwide, independent of any single institution, keeping it alive.

[Filecoin @Filecoin]

Private offchain state is a problem most blockchains haven't solved.

@IOHK_Charles on why Filecoin will be a pivotal component for @MidnightNtwrk, and why every Midnight user will have it as an option for syncing state across devices.

From a conversation with @MartaBelcher.

[Filecoin @Filecoin]

Building on @IPFS, Filecoin, or AI agents, and have questions?

Come find us in Shanghai on May 13th. No slides, no agenda, just the people who built the stack, available for 1:1s and technical gut-checks.

See you there.

[Filecoin @Filecoin]

Agents need storage that runs without humans.

This 7-day hackathon challenges builders to ship autonomous infrastructure using Filecoin Pin and Filecoin Pay.

$2,000 in prizes across four tracks. If you build infra that actually runs itself, this one's for you.

[Filecoin @Filecoin]

Six months of engineering time on storage, retrieval, and payments before shipping a single feature costs a Series A team roughly $300,000 on solved problems.

Filecoin Onchain Cloud removes all three from the buildout list: verified storage, fast retrieval, automatic payments.

[Filecoin @Filecoin]

Governments are drawing jurisdictional lines around where data can live.

Filecoin Onchain Cloud lets enterprises choose providers by region, verify performance independently, and switch without rebuilding their stack.

Compliance built into the architecture.