The takeaway from Fable 5 being BANNED by the government: GET GOOD AT LOCAL MODELS SO YOU HAVE 100% CONTROL.
My entire weekend was going to be building my craziest ideas with Fable 5. That's now cancelled.
So instead of building with Fable this weekend, I've decided I'll go deep on local models:
1. Start with the runtime. Download Ollama or LM Studio first. This is the thing that actually runs models on your machine.
2. Match the model to your hardware. A model's size is measured in billions of parameters (7B, 32B, 70B). Bigger is smarter but needs more memory. Rule of thumb: a 7B model runs on almost any laptop, a 32B needs a good Mac with 32GB+ RAM, a 70B needs serious hardware like a DGX Spark or a maxed-out Mac Studio.
3. Know which model for which job. Qwen 3 is the best all-around choice for most tasks. DeepSeek for reasoning and coding. Gemma 4 when you need something tiny that runs on a phone. Llama when you want the biggest community and the most fine-tunes.
4. Quantization. You can shrink a model to run on weaker hardware with barely any quality loss. Look for versions labeled Q4 or Q5. This is how a model that "needs" a server runs on your laptop. Learning this one concept changes everything.
5. Connect it to your agent. Point Hermes or your agent stack at a local model.
6. Context window is your real constraint locally. Cloud models give you huge context for free. Local models make you pay for it in memory. A bigger context window eats RAM fast. Keep your sessions tight and your prompts lean or your machine chokes.
7. Learn to give local models tools. A smaller local model with web search, file access, and code execution beats a giant model with none. The capability gap closes fast when you wire up the right tools. The model is the engine but the tools are the wheels.
8. Fine-tuning is more accessible than you think. You don't need this on day one, but know it exists. You can take an open model and train it on your own data so it gets good at your specific domain.
I'll probably do a breakdown at some point on this @startupideaspod if people are into it.
The lesson from this ban is basically don't build your entire workflow on something that can disappear with a single letter. Own part of your stack. Local models are insurance.
It reminds me when people realized they don't own social media accounts. And then you saw people build email lists etc.
I remember running a startup and my biggest traffic source was organic FB. All of a sudden, algo changed, and I lost 99% of my traffic.
Same sorta moment (but bigger) for AI.
This is a wake up call.
The skimming I’ve done has basically confirmed that the UK Government is way out of its depth, and a part of that, I believe, is due to the fact that they cannot attract the top tech talent that’s necessary due to the low wages that the civil service pays.
Hitler had 6 million mainly white people killed:
“the most evil man that ever lived”
Leopold of Belgium had at least 10 million black people killed:
“never heard of him”
Wonder why?
One woman. Dozens of 911 calls. And a neighborhood caught in a nightmare.
Winner of the Sundance Film Festival’s Directing Award, The Perfect Neighbor premieres October 17.
2022 ✅
2025 ✅
Chloe Kelly comes up with the match-winning moment for the Lionesses again as the European champions retain their crown!
#WEuro2025#WomensEuros#Lionesses
It is absolutely absurd that Diane Abbott was suspended for this.
She's describing the lived experience of anti-Black racism.
She wasn't saying Jewish people and Travellers don't experience racism. She's saying that racism takes different forms.
Thank you Pep Guardiola for speaking up for the people of Gaza, as well as calling for peace in Ukraine, Sudan and Congo.
In the face of genocide, silence is not an option. Well done to all those who are using their platform to defend our shared humanity.
Watch @skynews coverage live as a plane bound for London Gatwick has crashed at India's Ahmedabad Airport, according to local media.
India plane crash latest: https://t.co/ouzdXOHYxA https://t.co/S6McQ60DkT
GW is investigating this student for her speech
"I cannot celebrate my own graduation without a heavy heart knowing how many students in Palestine have been forced to stop their studies, expelled from their homes, and killed for simply remaining in the country of their ancestors"
Looking at new cars and I really want to get a range, that’s always been my dream car but the theft issue is really putting me off 😖 Such a shame because I can finally comfortably afford one but the potential stress is too much 😩
The European Union wants to abandon the American credit cards Visa and Mastercard, PayPal and Alipay – President of the European Central Bank, Lagarde.