Kirk Maddocks

[ABC News @ABC]

JUST IN: President Trump said he is directing every federal agency to cease using Anthropic's AI technology as a 5 p.m. ET deadline neared for the company to agree to a deal with the Pentagon. https://t.co/25o472cYV8

[Kirk Maddocks @Mr_Freshideas]

Protocol is specified. Grammar is formal. The code runs. The benchmarks are real. If you’re working on knowledge distillation, model compression, or multi-agent systems. Tessera might be the missing layer.
GitHub: https://t.co/onDT9JE4PI
@huggingface, @PyTorch, @paperswithcode.

[Kirk Maddocks @Mr_Freshideas]

Four transfer modalities:
W — Raw weights + semantic annotations
C — Compressed features, activation stats (architecture-agnostic)
D — Datasets with curriculum metadata
B — Behavioural rules any model can ingest A single transmission can mix all four.

[Kirk Maddocks @Mr_Freshideas]

What’s in the box:
Python/PyTorch reference implementation
TBF v1.1 binary format (down to the byte),
CLI tool: tessera inspect, tessera validate, tessera benchmark, MCP server for AI agent integration, Differential privacy baked in

Apache 2.0
pip install tessera-core

[Kirk Maddocks @Mr_Freshideas]

Tessera is an activation-based protocol. Not a file format — a protocol. Instead of dumping weight tensors, it encodes what a model has actually learnt: activations, feature representations, behavioural
patterns — into self-describing tokens a receiving model can decode

[Kirk Maddocks @Mr_Freshideas]

What if every trained AI model could teach any other model what it knows — regardless of architecture?

That’s Tessera: an open protocol for AI-to-AI knowledge transfer.

We just shipped v0.1.0. Here’s the idea

[Kirk Maddocks @Mr_Freshideas]

There’s no universal way for models to share what they’ve learnt.

[Kirk Maddocks @Mr_Freshideas]

@SABCNews_Radio Artificial Intelligence in education sector! Everyone should have access to read, write, be taught and tested in their native language. Mineral resources & mining in syllabus from grade one to grade 12, Garner experience to walk out of school into a job with our countries wealth

[Kirk Maddocks @Mr_Freshideas]

#supabase

[Kirk Maddocks @Mr_Freshideas]

Come on Im so excited to deploy!
#npm #cloudflare #cdn #superbase

[Elon Musk @elonmusk]

It will be

[Elon Musk @elonmusk]

Earth already receives about the same energy from the Sun in an hour than humanity consumes in a year.

Solar panels just need to catch a tiny amount of it to power our entire civilization!

[Kirk Maddocks @Mr_Freshideas]

Why are RDP houses built as single dwellings instead tall project style buildings, just a question? surely it will be less use of land, easier to service with water, electricity and public transport.

[Kirk Maddocks @Mr_Freshideas]

@TateNews_ Pediatric ER / Emergency Room

[Starlink @Starlink]

50 schools across Rwanda are now connected with Starlink’s high-speed internet ❤️🛰️🇷🇼

h/t @RwandaGov and @InstituteGC → https://t.co/jSYsrZYAX4

[Elon Musk @elonmusk]

@lexfridman Let’s go full MMA

[Soul Candi @SoulCandi]

Soul Candi’s first compilation in 8 years ✅
Releasing Friday 16 June.
We’re just getting started 🤫

[Beatsbyhand @beatsbyhand]

King Of My Castle feat Kali Mija out now! 🔥