Autodidactic generalist. OSINT, cryptology, strategy, STEM, society, climate change. Endlessly curious, disabled, CPTSD, pro-NATO & -Ukraine. Haters gonna hate.

Joined July 2017
6,655 Photos and videos
Pinned Tweet
29 Sep 2021
Between this and China's restrictions on coal, we're about to run head-first into a new era of conflict; a powder keg filled with decades of economic and ecological irresponsibility by the petrochemical industry, its customers, and the governments who supported them.
27 Sep 2021
NEW: The energy crisis isn’t just a European problem—it threatens to raise prices for millions around the globe trib.al/2BTNNAh
5
1
7
The AISH to ADAP transition is yet another nail in the dead end that is my life. I've really only bothered surviving for my cats, & I don't think that's a justification I can make for enduring this suffering much longer.
18
Claude Code fully dissected! Researchers from UCL reverse-engineered the leaked Claude source. What they found changes how you should think about agent design. Only 1.6% of the codebase is AI decision logic. The other 98.4% is operational infrastructure. Permission gates, tool routing, context compaction, recovery logic, session persistence. The model reasons. The harness does everything else. This is the opposite of what most agent frameworks do today. LangGraph routes model outputs through explicit state machines. Devin bolts heavy planners onto operational scaffolding. Claude Code gives the model maximum decision latitude inside a rich deterministic harness, and invests all its engineering effort in that harness. The core loop is a simple while-true. Call model, run tools, repeat. But the systems around that loop are where the real design lives: A permission system with 7 modes and an ML classifier. Users approve 93% of prompts anyway, so the architecture compensates with automated layers instead of adding more warnings. A 5-layer context compaction pipeline. Each layer runs only when cheaper ones fail. Budget reduction, snip, microcompact, context collapse, auto-compact. Four extension mechanisms ordered by context cost. Hooks (zero), skills (low), plugins (medium), MCP (high). Each answers a different integration problem. Subagents return only summary text to the parent. Their full transcripts live in sidechain files. Agent teams still cost roughly 7x the tokens of a standard session. Resume does not restore session-scoped permissions. Trust is re-established every session. That friction is the point. The bet behind all of this is simple. As frontier models converge on raw coding ability, the quality of the harness becomes the differentiator, not the model. Paper: Dive into Claude Code (arXiv:2604.14228) We've shared an article on Agent Harness and what every big company is building. Read it below.
43
270
1,636
200,795
Adversaries know this is a critical wedge in Western alliances; politically, economically, & cognitively. We should be defending better.
Alberta’s government is running the exact same playbook as Brexit 2016. ‘Sovereign Alberta’ Immigration fix Referendum = Same script. Britain got a 6-8% GDP loss by 2025 and years of chaos.Albertans, don’t fall for it. This is the biggest betrayal of public trust in our history. Strong Alberta INSIDE Canada. Don’t repeat Britain’s mistake. #FightBackNow
7
Bit retweeted
Applebaum: What binds Russia, China, Iran and North Korea is not religion or ideology. China is communist, Russia nationalist, Iran theocratic. What binds them is fear of liberal language: rights, rule of law, separation of powers and independent courts. 1/
826
4,786
15,820
1,096,885
#TodayInSpyHistory On June 13, 1942, the Office of Strategic Services (OSS), America's first centralized intelligence agency, was established. Led by the legendary "Wild Bill" Donovan, the OSS brought together spies, scholars, commandos, and codebreakers under one roof, combining espionage, covert operations, counterintelligence, and research and analysis in ways never before seen in American government. In just over three years, OSS operatives parachuted behind enemy lines in France, fought alongside resistance fighters in Burma and Yugoslavia, and helped lay the groundwork for Allied victory in World War II. When the war ended, the OSS' legacy lived on, with its personnel, methods, and mission forming the foundation of what would become the Central Intelligence Agency. #SpyHistory #AmericanHistory
1
6
10
580
Jun 13
Healthcare providers, when trying to explain CPTSD to them during "PTSD Awareness Month":

ALT No One Cares Love GIF by Film Riot

6
Bit retweeted
"Treating COVID as a transient cold while the biology keeps pointing at durable, mechanistic, multi organ dysfunction is a choice - and at population scale, the cost of not preventing infections lands on real bodies." ➡️LC: persistent mitochondrial dysfunction, suppressed oxidative phosphorylation, and immune dysregulation. Excellent study explanation 🧵👇 Thanks @ZdenekVrozina 👏
A multi-omics paper on long COVID in Frontiers in Immunology deserves more attention than it got. The through-line is uncomfortable - the cellular power supply stays switched off long after the acute phase is over.🧵
135
314
6,344
Jun 12
I'm glad someone finally did this, as it needed to have been tried years ago. The UCP is very much an active threat, & likely already compromised in many ways. The rift that's being exploited threatens not only Canada, but our allies, & significantly affects global economics.
This separatist referendum runs a very real risk of foreign interference. We now know that Albertans’ personal information has been exposed to American actors, and the separatists have been looking for support and money from the Trump administration. Premier Danielle Smith has done nothing. That’s why I have written to CSIS asking for transparency, regular updates, and a clear assessment of the dangers we face. Danielle Smith doesn’t care about protecting you. Alberta’s New Democrats do.
15
Bit retweeted
I completely understand why people do this. I can easily imagine doing it myself. But lets look at why this is such a travesty in Canada - and should be outlawed by the federal government. It tells us a bit about why h/c is in such a mess across the country. /1
Replying to @JMeddings
I was on a wait list here for a tonsillectomy for over 4 years. I could have gone to Vancouver, paid 5k and got the surgery in less than 2 months. Given the significant changes to my health over the course of the 4 yr wait ... I should have just paid the money & went to Vancouver
6
30
70
7,798
Bit retweeted
CENTCOM said U.S. forces struck multiple targets in Iran on June 11 at President Donald Trump’s direction, marking a second consecutive night of operations. Iranian state media reported explosions in Bandar Abbas, Qeshm, Gorgan, and Hengam. The strikes followed a U.S. campaign launched after an Army Apache helicopter was downed over the Strait of Hormuz, which U.S. officials attributed to an Iranian drone.
2
2
75
Jun 12
Interdisciplinary cross-training often has unpredictable synergies. Specialists are important, but generalists should also be seen as belonging to their own type of 'specialization' that's increasingly necessary in today's world.
Dino Garner argues that operational success depends on broad proficiency rather than deep specialization. In an essay published June 11, the former 1st Ranger Battalion member describes using a “hundred-tool box” approach, selecting a handful of skills for each mission and refining them through real-world experience. He recommends SOF selection, training, and promotion systems prioritize adaptable operators with diverse competencies over narrowly focused experts and credentials.
24
Jun 11
Likewise with disability programs. Provincial govs like Alberta's are targeting vulnerable populations, & the federal gov doesn't seem to mind. The best we've had here is a paltry benefit that not only got clawed back, but those of us who don't have docs get *charged* $200/month.
The Prime Minister of Canada needs to recognize the crisis in ERs across the nation attending to the sick and injured but facing serious delays, poor outcomes and devastating waits for a hospital bed. He doesn’t seem aware or compelled to advocate for change. @CanadianPM
1
2
4
124
Jun 11
I'm so tired of always being in pain, with no real timeline for hope of even minimally effective intervention. Given euthanasia policies just reversed here, the only real options end up becoming either to suffer indefinitely (for aid that may not come) or to end it all myself.
1
8
Jun 11
I don't say that lightly as I have a *very* high pain tolerance, but sciatica often exceeds that of even childbirth. x.com/Bit111111/status/20639… It's not a fun time, esp. compounded w/ poverty, severe CPTSD, ostracization, etc. There are only so many years it's reasonable to wait.

Jun 8
I'm glad to know I'm not being ridiculous when I tell people this is where it ranks for me. I have experienced 10/10 pain a few times in my life momentarily (unanesthetized surgical removal of dental nerves, toenails/fingernails). Difference: this has lasted two & a half years.
1
14
And here's Seattle. I really like this one!
12
67
1,773
34,135
Jun 11
Just wait until the record El Niño peaks, there are mass brownouts, & millions in India can no longer afford cooling. This is the beginning of the climate humanitarian crisis that is going to create an explosion of unrest & refugees.
Replying to @Frank_Stones
India is entering peak summer energy demand and scrambling to lock in alternative crude flows from the UAE’s Fujairah terminal. Washington’s heavy-handed tactics are forcing major Asian importers to choose between compliance and energy security.
14
Jun 11
What do you want to bet we'll have another pandemic by then?
Replying to @michael_hoerger
It is commonly noted that it takes 15-20 years for efficacious interventions to translate into practice. That is not merely a timeline for training the populace, but reflective of the time it takes for the rise of new leadership.
13