Mister Manager retweeted
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
Readers added context they thought people might want to know
LLM was given weights explicitly as text in prompt and used code/forward passes (per authors' logs) to ablate Qwen looping direction, a known thinking-mode issue per model card. Primarily fixed repetition in that mode, not general 'natively' improving weights/math.
rikiyat.github.io/blog/weight-sp…
github.com/RikiyaT/lm_und…
huggingface.co/Qwen/Qwen3.5-0…
huggingface.co/RikiyaT/Qwen3.…
Mister Manager retweeted
0-10: 😄
10-20: i'll never be old
20-30: sleep is for the weak
30-40: first gray hair
40-50: shit's breaking
50-60: everything hurts
60-70: walls are closing in
70-80: losing friends
80-90: can you say that again
90-100: still here
100-120: it's the daily shot of whiskey
Mister Manager retweeted
ONE YEAR AGO: JD Vance wonders if podcasters claiming Trump will get us into a regime change war for Iran will ever admit they were wrong.
Mister Manager retweeted
Pittsburgh City Council voted unanimously this week to eliminate minimum parking and floor-area ratio (FAR) requirements for all new development citywide, one of several reforms aimed at making it easier to build housing.
📍Pittsburgh, PA
Mister Manager retweeted
HUGE PITTSBURGH YIMBY VICTORY!!!
- Eliminate FAR for new construction
- Abolish parking requirements for new construction
- Citywide legalization of ADUs
- Smaller setbacks
Mister Manager retweeted
It is a great day for housing affordability in Pittsburgh. This historic legislation is the product of years of advocacy, but we are just getting started!
Mister Manager retweeted
I'm struggling to find a good source to review the details, but unless there's a major asterisk, I think this is the most impressive land use reform package I've ever seen passed in any major American city, anywhere, ever. Puts everyone else in the shade.
Bravo Pittsburgh
Mister Manager retweeted
Mary Phuong of DeepMind on AI loss of control risk.
"The last 2 minutes gave me chills.
A significant amount of people saying that AI companies are paying people to spread fear about these agents.
I have never really felt like [loss of control] was an actual thing to care about.
But seeing Mary and how her face trembles, made me reconsider my stand. She's either a Hollywood-level skilled actress, one of the best, or we should be scared. For real."
"Seems like Mary is already aware of more than she can admit and it haunts her..."
Mister Manager retweeted
What's the Job | AAIFF Best Visual Award
50.000 $ prize at Astana AI Film festival, they'll go straight into my next project.
Nobody's going to tell you what your job is. Not until you decide.
Written & directed by Jacopo Zanetti
Mister Manager retweeted
Lights are reflected off a bulletproof screen as President Trump speaks during a campaign rally in Greenville, North Carolina. More photos of the week: reut.rs/4ie0qQv 📷 Evan Vucci
Mister Manager retweeted
Our MAI Diagnostic system is now 1.7x more accurate than physicians in the ED, even when they have access to the web to look things up.
It's also lower cost & does fewer medical tests to get to its diagnosis.
Published in the journal Science today...
Mister Manager retweeted
“Claude, protect me from list below:”
Who's gonna tell vibe coders about...
1. SQL Injection
2. XSS
3. CSRF
4. CORS
5. SSRF
6. IDOR
7. Path Traversal
8. Mass Assignment
9. Clickjacking
10. Content Security Policy
11. Security Headers
12. Input Validation
13. Server-Side Authorization
14. Row-Level Security
15. Least Privilege
16. RBAC
17. Secrets Management
18. .env in .gitignore
19. API Key Rotation
20. Secret Scanning
21. Hashing vs Encryption
22. Password Salting
23. bcrypt & Argon2
24. JWT Expiry
25. Refresh Tokens
26. OAuth 2.0
27. OpenID Connect
28. Session Fixation
29. MFA
30. Brute Force Protection
31. Account Enumeration
32. Timing Attacks
33. File Upload Validation
34. Webhook Signature Verification
35. TLS Certificate Expiry
36. HSTS
37. Encryption at Rest
38. Dependency Vulnerabilities
39. Supply Chain Attacks
40. Threat Modeling
41. Indexes
42. EXPLAIN ANALYZE
43. N+1 Queries
44. Full Table Scans
45. Connection Pooling
46. Database Migrations
47. Down Migrations
48. Transactions
49. ACID
50. Isolation Levels
51. Deadlocks
52. Optimistic Locking
53. Pessimistic Locking
54. Normalization
55. Denormalization
56. Foreign Keys
57. Unique Constraints
58. Cascading Deletes
59. Soft Deletes
60. UUIDs vs Auto-Increment
61. Cursor-Based Pagination
62. Full-Text Search
63. Read Replicas
64. Replication Lag
65. Sharding
66. Partitioning
67. Hot Partitions
68. Postgres VACUUM
69. Materialized Views
70. Backups
71. Testing Your Restores
72. Point-in-Time Recovery
73. Change Data Capture
74. Outbox Pattern
75. ORM Lazy Loading
76. CAP Theorem
77. Eventual Consistency
78. Strong Consistency
79. Raft Consensus
80. Leader Election
81. Split Brain
82. Quorums
83. Clock Skew
84. Distributed Locks
85. Consistent Hashing
86. Bloom Filters
87. Two-Phase Commit
88. CQRS
89. Event Sourcing
90. Race Conditions
91. Backpressure
92. Load Shedding
93. Bulkheads
94. Jitter
95. Retry Storms
96. Cascading Failures
97. Thundering Herd
98. Cache Invalidation
99. Cache Hit Ratio
100. TTLs
101. Cache Warming
102. Write-Through vs Write-Back
103. Redis Eviction Policies
104. CDNs
105. Cache-Control Headers
106. ETags
107. Dead Letter Queues
108. Poison Messages
109. At-Least-Once Delivery
110. Exactly-Once Semantics
111. Message Ordering
112. Kafka Consumer Groups
113. Partition Keys
114. Background Jobs
115. Webhook Retries
116. DNS
117. DNS Propagation
118. HTTP Status Codes
119. HTTP Method Semantics
120. Keep-Alive
121. HTTP/2
122. WebSockets
123. Server-Sent Events
124. Long Polling
125. gRPC
126. Protocol Buffers
127. API Versioning
128. OpenAPI Specs
129. Backward Compatibility
130. Request Size Limits
131. Compression
132. Latency vs Throughput
133. Egress Fees
134. VPCs
135. Subnets
136. NAT Gateways
137. Firewalls
138. Security Groups
139. Service Mesh
140. Ingress Controllers
141. Health Checks
142. Liveness vs Readiness Probes
143. Graceful Shutdown
144. Connection Draining
145. Stateless Services
146. Failover
147. Multi-Region
148. Availability Zones
149. Single Points of Failure
150. Disaster Recovery
151. RTO & RPO
152. SLAs
153. SLOs
154. Error Budgets
155. Incident Response
156. On-Call
157. Runbooks
158. Postmortems
159. Chaos Engineering
160. Graceful Degradation
161. Autoscaling
162. Horizontal vs Vertical Scaling
163. Cold Starts
164. Capacity Planning
165. Load Testing
166. Memory Leaks
167. OOM Killer
168. Structured Logging
169. Log Levels
170. Log Rotation
171. Distributed Tracing
172. OpenTelemetry
173. Correlation IDs
174. Metrics Cardinality
175. p99 Latency
176. Alert Fatigue
177. Error Tracking
178. Profiling
179. Flame Graphs
180. Infrastructure as Code
181. Terraform State
182. GitOps
183. Blue-Green Deployments
184. Canary Releases
185. Rollbacks
186. Feature Flags
187. Environment Parity
188. Staging Environments
189. 12-Factor Apps
190. Multi-Stage Builds
191. Non-Root Containers
192. Image Scanning
193. Resource Requests & Limits
194. Pod Disruption Budgets
195. Semantic Versioning
196. Lockfiles
197. Reproducible Builds
198. Branch Protection
Mister Manager retweeted
Looooool
So the GOP paid this kid $250k for viral marketing.
And instead they gave El-Sayed his strongest clip of the cycle!
Amazing!
Mister Manager retweeted
This is Tommy. Tommy had a question about my allegiances. Listen to the end to hear about his.
I saw the Elizabeth Holmes film last night and it may be one of the best films I’ve ever seen. Like holy sh*~
it gets so innovative in the second half I literally started getting high off witnessing artistic futurism and i haven’t come down yet
Mister Manager retweeted
interpretability might be the most important scientific problem in the world right now, as I don't think we can solve alignment if we don't know what we're building. I think I have good news about it. I co-authored early work in mechanistic interpretability at OpenAI and came away pessimistic, because neural networks appeared to fold into arbitrary tangled knots. years later, I started openai's first large-scale automated interpretability project, finding about 2% of neurons legible with the primitive tools we had
with modern agentic tools and a much closer look, the picture looks totally different. the vast majority in models up to trillions of parameters are legible, and their circuits beautiful. many famous examples of tangled neurons turned out to be misunderstood. The roadblocks I expected mostly aren't there. I now think ambitious interpretability will be solved by the time we need it most, and possibly quite soon, as automated scientists keep improving. it may be a bitter lesson for interpretability: the simple thing, at absurd scale, works
already-clean.goodfire.com/
Mister Manager retweeted
Breaking News: Mayor Zohran Mamdani’s administration is making a $30 million investment to build a quantum research lab at New York University. In exchange, the city will receive 15% of any proceeds from intellectual property developed in that lab. nyti.ms/4jUe7GD
Mister Manager retweeted
This is a wake-up call. Our social media is being manipulated by foreign agents with the express intention of sowing hatred, mistrust, and misinformation among Americans.
Russia is behind a lot of it, using programs designed to disrupt our country and turn us against each other. We should be cynical about what we see on social media, and not fall for the rage bait.
This is also a national security issue and if the social media companies dont take immediate action, they are complicit. It's time for real regulation that requires them to find and shut down foreign bot networks, and holds them accountable when they don't.


































