Indigenous fire stewardship quick guide 🌿🔥 📸🧵 All articles can be found at scholarmelinda.com/reading-group #wildfire #goodfire
January 19, 2025 at 5:54 PM
Indigenous fire stewardship quick guide 🌿🔥 📸🧵 All articles can be found at scholarmelinda.com/reading-group #wildfire #goodfire
Claim
Models know when they’re reward hacking — and we can catch them at scale - Goodfire
We found a clear internal signal in models that accompanies reward hacking, and built probes that detect it — enabling efficient, real-time detection of reward hacking at scale.
www.goodfire.com
September 27, 2026 at 4:08 AM
Claim
March 30, 2026 at 12:12 AM
February 16, 2025 at 11:49 PM
Recently, I somewhat unexpectedly/organically called doing prescribed burns "microdosing fire" and I'm now trademarking that phrase. 😄🤷🏻♀️
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#GoodFire
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#GoodFire
November 27, 2025 at 5:08 AM
Recently, I somewhat unexpectedly/organically called doing prescribed burns "microdosing fire" and I'm now trademarking that phrase. 😄🤷🏻♀️
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#GoodFire
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#GoodFire
Goodfire released a megapost of all the random feature geometry stuff they're finding, and it's worth a read
The World Inside Neural Networks
How neural geometry will unlock understanding and control of AI
www.goodfire.ai
May 8, 2026 at 1:11 PM
Goodfire released a megapost of all the random feature geometry stuff they're finding, and it's worth a read
The smoke you see or smell may be CAL FIRE conducting prescribed burns—part of our ongoing work to make California more wildfire resilient.
With wildfire activity slowing and weather creating safer conditions, prescribed fire operations increase across the state.
#PrescribedFire #GoodFire
With wildfire activity slowing and weather creating safer conditions, prescribed fire operations increase across the state.
#PrescribedFire #GoodFire
November 7, 2025 at 2:00 AM
The smoke you see or smell may be CAL FIRE conducting prescribed burns—part of our ongoing work to make California more wildfire resilient.
With wildfire activity slowing and weather creating safer conditions, prescribed fire operations increase across the state.
#PrescribedFire #GoodFire
With wildfire activity slowing and weather creating safer conditions, prescribed fire operations increase across the state.
#PrescribedFire #GoodFire
June 4, 2026 at 9:26 PM
🚨Published today🚨We highlight 3 areas to support Indigenous-led fire: sustained funding, regulatory flexibility, & community partnerships 🔥🌿 #goodfire #wildfire #Indigenous
August 22, 2025 at 2:43 PM
🚨Published today🚨We highlight 3 areas to support Indigenous-led fire: sustained funding, regulatory flexibility, & community partnerships 🔥🌿 #goodfire #wildfire #Indigenous
who knows nitter.miningtcup.me/livgorton/st...
September 27, 2026 at 5:54 AM
who knows nitter.miningtcup.me/livgorton/st...
More (and colorful, ya girl loves a tanager) evidence about the benefits of #GoodFire
🪶🌎🧪 New research on birds and wildfire by IBP and our partners at NPS and UCLA. You can read about it here: birdpop.org/pages/bl...
(@mwtingley.bsky.social)
(@mwtingley.bsky.social)
October 10, 2025 at 2:38 AM
More (and colorful, ya girl loves a tanager) evidence about the benefits of #GoodFire
What a great resource, helpfully compiled. #GoodFire
Indigenous fire stewardship quick guide 🌿🔥 📸🧵 All articles can be found at scholarmelinda.com/reading-group #wildfire #goodfire
January 20, 2025 at 3:24 PM
What a great resource, helpfully compiled. #GoodFire
Talking wildfire restoration today and making good trouble with my fire boss pal Joe Gilchrist! #indigenousstem #ecology #goodfire
February 20, 2025 at 11:33 PM
Talking wildfire restoration today and making good trouble with my fire boss pal Joe Gilchrist! #indigenousstem #ecology #goodfire
It’s #WorldSoilDay2024 🤲🏽 healthy plants need healthy soils: healthy soils need #goodfire 🌿🔥Here is my lab collecting pre burn cultural fire soil samples. #wildfire #science #Indigenous
December 6, 2024 at 12:22 AM
It’s #WorldSoilDay2024 🤲🏽 healthy plants need healthy soils: healthy soils need #goodfire 🌿🔥Here is my lab collecting pre burn cultural fire soil samples. #wildfire #science #Indigenous
The power of prescribed fire - High Country News
A wildfire journalist steps behind the drip torch.
www.hcn.org
February 1, 2025 at 2:38 PM
Thanks @goodfire.bsky.social for supporting my lab with this grant! Excited to see how Silico could support projects on compositionality I've been meaning to explore for a while, as well as our lab's ongoing project on the role of people in ideation with research agents.
Announcing Goodfire Research Grants - Goodfire
$1M in free Silico usage for academic and nonprofit researchers working on AI interpretability, alignment, and life sciences
www.goodfire.com
September 22, 2026 at 3:01 PM
Thanks @goodfire.bsky.social for supporting my lab with this grant! Excited to see how Silico could support projects on compositionality I've been meaning to explore for a while, as well as our lab's ongoing project on the role of people in ideation with research agents.
This remotely controlled brush-shredding robot is helping the CAL FIRE San Diego Unit fuels crews build and maintain fuel breaks, clear roadside vegetation, and prepare plots for prescribed burns.
#FuelReduction #Innovation #CALFIRE #SanDiego #GoodFire
#FuelReduction #Innovation #CALFIRE #SanDiego #GoodFire
March 22, 2026 at 6:06 PM
This remotely controlled brush-shredding robot is helping the CAL FIRE San Diego Unit fuels crews build and maintain fuel breaks, clear roadside vegetation, and prepare plots for prescribed burns.
#FuelReduction #Innovation #CALFIRE #SanDiego #GoodFire
#FuelReduction #Innovation #CALFIRE #SanDiego #GoodFire
This is an example of #GoodFire, fire used under the right conditions, at the right time, for the right reasons. 3/4
#VegetationManagement
#VegetationManagement
November 12, 2025 at 3:30 PM
This is an example of #GoodFire, fire used under the right conditions, at the right time, for the right reasons. 3/4
#VegetationManagement
#VegetationManagement
Glowing combustion in a fallen madrone are a recent prescribed fire #goodfire #prescribedfire #mttamalpais #mttam #mttamwatershed
August 31, 2026 at 4:26 PM
Glowing combustion in a fallen madrone are a recent prescribed fire #goodfire #prescribedfire #mttamalpais #mttam #mttamwatershed
March 14, 2026 at 11:31 PM
🔥 Fighting Fire with Fire 🔥 Sounds counterintuitive, but controlled burns help prevent extreme wildfires by reducing fuel & creating safe areas to fight.
CAL FIRE & partners use this proven method to protect communities & restore forests.
CAL FIRE NEU in action here.
#WildfirePrevention #GoodFire
CAL FIRE & partners use this proven method to protect communities & restore forests.
CAL FIRE NEU in action here.
#WildfirePrevention #GoodFire
January 30, 2025 at 10:02 PM
🔥 Fighting Fire with Fire 🔥 Sounds counterintuitive, but controlled burns help prevent extreme wildfires by reducing fuel & creating safe areas to fight.
CAL FIRE & partners use this proven method to protect communities & restore forests.
CAL FIRE NEU in action here.
#WildfirePrevention #GoodFire
CAL FIRE & partners use this proven method to protect communities & restore forests.
CAL FIRE NEU in action here.
#WildfirePrevention #GoodFire
Goodfire AI's research
Since the neural networks think in shapes, understanding their rich *neural geometry* is key to understanding how they work – and to debugging and controlling them with precision.
The World Inside Neural Networks:
www.goodfire.ai/research/the...
Since the neural networks think in shapes, understanding their rich *neural geometry* is key to understanding how they work – and to debugging and controlling them with precision.
The World Inside Neural Networks:
www.goodfire.ai/research/the...
May 7, 2026 at 5:07 PM
Goodfire AI's research
Since the neural networks think in shapes, understanding their rich *neural geometry* is key to understanding how they work – and to debugging and controlling them with precision.
The World Inside Neural Networks:
www.goodfire.ai/research/the...
Since the neural networks think in shapes, understanding their rich *neural geometry* is key to understanding how they work – and to debugging and controlling them with precision.
The World Inside Neural Networks:
www.goodfire.ai/research/the...
Great short thread summarizing their new paper in Nature related to the history and need for #GoodFire
1/n
Please see our new paper in Nature Communications!
We used 1,851 tree-ring fire-scar sites and contemporary fire perimeters to quantify the prevalence of wildfire from 1600-1880 compared to 1984-2022. 🧪🌍🔥
Our key findings are as follows ...
Please see our new paper in Nature Communications!
We used 1,851 tree-ring fire-scar sites and contemporary fire perimeters to quantify the prevalence of wildfire from 1600-1880 compared to 1984-2022. 🧪🌍🔥
Our key findings are as follows ...
A fire deficit persists across diverse North American forests despite recent increases in area burned - Nature Communications
Across many North American forests, recent years with exceptional area burned are not unprecedented when considering the multi-century perspective offered by fire-scarred trees. Nevertheless, abundant...
www.nature.com
February 11, 2025 at 2:57 AM
Great short thread summarizing their new paper in Nature related to the history and need for #GoodFire
Combine this + The goodfire style training on frozen interp and train the happiest model to ever fucking exist?
Very interesting new paper on functional welfare. They do RL training on a maze with positive/negative reward tiles, when they extract concept vectors for landing on those tiles they find that they're associated with positive/negative emotion concepts and with confidence. arxiv.org/abs/2605.30232
May 29, 2026 at 8:34 PM
Combine this + The goodfire style training on frozen interp and train the happiest model to ever fucking exist?