307 karma · joined April 24, 2026
I find manually reviewing every change simply does not scale past a certain point. You need to rely on AI reviews and deterministic static analysis tooling, tests, modeling/verification, etc. to do the much of the heavy lifting.
[0] https://snyk.io/articles/defending-against-glassworm/
The all time overall stats says volume is ~52m, but the table of featured services adds up to < 11m, with one 'x402 Facilitator - Dexter ' being like 95% of that...
I aggressively try to keep costs down so the workflow DSL I have supports configurable limits which can be set at the $, token, or time dimension , at task, workflow and agent/node levels, with some same defaults. I have a pipeline which keeps LLM API pricing data up-to-date, and I use AI to estimate total costs before runs and manually approve those.
There is also a feedback loop - a node can fail to process a task, and pass the reasoning/context for that back to the parent or another node - this might result in a new adjusted task replacing the failed task, or it might require human intervention.
I split my project into 3 layers - the engine/infra layer (handles task dispatch/queuing, spinning up node/agent containers, etc.), the 'brain' - basically a collection of different workflow models and related stuff (multiple different models for testing/exploration purposes), and the harness.
The main bottleneck at this point is the cost of all of the tokens in the fairly large test matrix of tasks, harnesses, models.
I hope to release/open source all of this stuff eventually.
In a corporate setting I've seen it reduce velocity by 80% in some cases.
Engineers, (and many other types of specialists/professionals) can use it to speed up their work and increase output (even increase quality in some cases if done right).
But it's not gonna make inherently inefficient, political, and corrupted internal/company processes any more efficient, it might actually multiply those existing inefficiencies.
The reality is most of what most tech startups are doing is not actually hard and has no moat. The moat is in getting users/customers - connections/marketing/sales - product quality also matters of course, but there are plenty hyperscaler unicorns who's product is dogshit and vice versa.
Yeah it definitely is lol.
> Why would I want the data to be decrypted at each point and why would datacenters do that?
When we talk about data that is sent for processing to a 3p server (like anthropic in this case) the data obviously needs to be decrypted to be processed.
As to why data is decrypted at each point in a typical large backend system - because other than network routing there are presumably multiple services that need to receive and act on this data somehow - you're not just sending encrypted data around to random servers.
> there's absolutely no way for them to strip off my encryption.
You don't seem to understand that you have no control over the encryption or decryption done on the backends of cloud services you use. I don't know how to make it more simple and obvious at this point.
Again, the context here is Anthropic and sending your data to their (or any other big tech API). But even if we move away from this model and suppose you are running your own services on rented cloud VM - then it should be obvious that you don't have full control or even access to this VM... any actor with access can install or modify any software, install/modify EBPF, modified crypto libraries, etc. - you have absolutely no control or say over this.
> Things didn't magically get better.
Things didn't get better at all, they got much worse.
Yours and others' claims that it's impossible and nonsensical is based on lack of understanding.
Yours and others' claims that things somehow got better after Snowden is just a completely baseless statement - if you actually looked into what happened post-Snowden - absolutely nothing was done to prevent NSA spying on any communications they want, in fact it got significantly worse.
There are also multiple ways/places traffic you send to typical cloud/tech company is decrypted and can be intercepted. (Surprised I have to point this out to someone who 'actually works in security ' lol)
Not to mention US tech companies fully cooperate with the NSA in many cases and are aware of this going on.
Propaganda.
Also, a bunch of (non-English) music/lyrics I listen to have recently become strongly censored.. which makes them unlistenable to me... I wonder if there is (or should be) a censorship-free, decentralized, open alternative..