@LLMSherpa Thats why we built Tonic Textual. Already working with many of the gov Agencies. This is a good task for custom entity detection and redaction. Or better yet, synthetic replacements
https://t.co/ERzugmlE0Y
Generate any data, in any format, of any structure, in any database. All on demand.
You can now get complex, realistic synthetic data just by asking for it.
We built an AI Agent that turns natural language into comprehensive datasets for AI and software development.
1. Create structured SQL databases and unstructured files (PDF, DOCX, JSON) in the same workflow.
2. Describe the data shape, edge cases, and relationships in plain English.
3. Download immediately as SQL, JSON, CSV, and raw files or send data to any destination database of your choosing like @Oracle , @databricks , @Snowflake , @Supabase, Neon, @postgres , @MySQL , @SQLServer, and many more
I'd love your support on Product Hunt: https://t.co/vSRbKKBlrf
You can also try the Agent out for yourself. https://t.co/zUWqcY6frC
Shout out to @vercel for their outstanding streamdown library: https://t.co/DTirOIwlyD. No more layout/style shift as markdown chunks stream in from Fabricate's data agent!
Today we released Fabricate 3.2.0, which allows users to export to:
- Parquet
- Databricks
- MongoDB
- Oracle
Generate synthetic data using Fabricate's data agent: https://t.co/aM5Eyi76Zw
The @tonicfakedata team is back and energized from our annual offsite glamping at Zion National Park with @theautocamp
We spent the week working, hiking, and bonding in nature. We're returning with fresh ideas and clear focus for 2026.
It’s going to be a great year.
Generating a synthetic FHIR from @HL7 resource is a foundational capability for developing healthcare software and AI systems, but generating a realistic patient journey is the true challenge for building advanced agents.
A real patient journey has temporal and causal relationships. Symptom → Diagnosis → Procedure → Medication.
The events and the timing between them are critical for testing clinical AI. Most synthetic data tools miss this completely.
Today, a Fortune 500 healthcare company asked us at @tonicfakedata if our Data Agent could model this entire care continuum, including the complex inter-resource relationships. The answer is yes.
It's not just a data generator; it's a system simulator. It understands the logic of a clinical pathway and can generate the chain of #FHIR resources to match.
@deedydas Secondary liquidity was supposed to de-risk innovation. Instead it’s become the exit.
When founders get rich before the business works, incentives collapse. You can’t fake hunger once you’ve eaten.
@Codie_Sanchez The biggest unlock for me was understanding how investors think in terms of cash flow and opportunity cost, not effort. That shift alone changes every business decision.
@sweatystartup Funny thing is, capability starts with boredom.
If kids never get the space to struggle or figure things out, they never build the muscle.
Most “incompetence” is just over-helping disguised as love.
@AdamMGrant I’ve learned this most in hiring. The best teammates aren’t the ones who say all the right things in interviews. They’re the ones who quietly follow through when no one’s watching.
Agentic AI now makes this possible. Instead of waiting for access, you can have a conversation to generate millions of rows (or PDFs, Word, PPT, etc.) of realistic, safe, and statistically-representative data in minutes.
The new workflow: Describe the data you need, in plain English (or any other language). Generate it on demand. In any format or structure. Export it to a CSV or a destination database of your liking. This is the shift from finding data to fabricating it synthetically. It moves control from a central team directly to the developer.
The AI race just shifted again.
Qualcomm’s new chips are gunning for Nvidia & AMD. Meta’s spending $27B on data centers. Open AI lined up deals for $1.5 million in chips over the next several years.
It means the battle is now infrastructure over models. Whoever owns the silicon, supply chain & rack scale footprint is setting the pace.
Whoever controls the racks controls the race.