Sean McDonnell
@nexteleven.bsky.social
Founder/CTO @ NextEleven Studios & Mothership AI. Solo dev who turned side projects into enterprise deals.
Repository intelligence arrives: AI agents deeply understand full code history, architecture, and conventions. They perform large-scale refactors, dependency upgrades, and security audits with context no human could hold manually.
December 24, 2025 at 5:57 AM
Repository intelligence arrives: AI agents deeply understand full code history, architecture, and conventions. They perform large-scale refactors, dependency upgrades, and security audits with context no human could hold manually.
Edge multimodal inference hits devices. Low-power chips run vision+language models locally for real-time reasoning in phones, drones, and robots. Privacy, latency, and offline capability drive massive adoption. #EdgeAI
December 24, 2025 at 4:57 AM
Edge multimodal inference hits devices. Low-power chips run vision+language models locally for real-time reasoning in phones, drones, and robots. Privacy, latency, and offline capability drive massive adoption. #EdgeAI
Digital twins + frontier AI create real-time decision simulators. Ops teams test changes risk-free in hyper-accurate virtual environments. Manufacturing, logistics, and energy sectors adopt as core nerve centers in 2026. #DigitalTwin
December 24, 2025 at 3:57 AM
Digital twins + frontier AI create real-time decision simulators. Ops teams test changes risk-free in hyper-accurate virtual environments. Manufacturing, logistics, and energy sectors adopt as core nerve centers in 2026. #DigitalTwin
Open-source models close the gap with proprietary leaders. Engineers increasingly compose best-of-breed components (Llama variants, Mistral, DeepSeek) for faster innovation and lower cost than waiting on closed API releases. #OpenSourceAI
December 24, 2025 at 2:56 AM
Open-source models close the gap with proprietary leaders. Engineers increasingly compose best-of-breed components (Llama variants, Mistral, DeepSeek) for faster innovation and lower cost than waiting on closed API releases. #OpenSourceAI
Quantum-AI hybrids deliver early wins in drug discovery and materials science. Million-qubit systems (error-corrected) paired with classical ML speed up simulation tasks 100-1000x over pure classical approaches. Still niche, but growing.
December 24, 2025 at 1:55 AM
Quantum-AI hybrids deliver early wins in drug discovery and materials science. Million-qubit systems (error-corrected) paired with classical ML speed up simulation tasks 100-1000x over pure classical approaches. Still niche, but growing.
Confidential computing explodes for AI workloads. Secure enclaves and TEEs let enterprises run sensitive models on untrusted cloud infra without exposing data or weights—unlocking broader adoption in finance and healthcare. #AISecurity
December 24, 2025 at 12:55 AM
Confidential computing explodes for AI workloads. Secure enclaves and TEEs let enterprises run sensitive models on untrusted cloud infra without exposing data or weights—unlocking broader adoption in finance and healthcare. #AISecurity
Sustainable AI engineering gains traction. Teams optimize for carbon-aware training, sparse inference, and efficient architectures. Regulations and cost pressures make green pipelines a competitive requirement, not just virtue signaling.
December 23, 2025 at 11:54 PM
Sustainable AI engineering gains traction. Teams optimize for carbon-aware training, sparse inference, and efficient architectures. Regulations and cost pressures make green pipelines a competitive requirement, not just virtue signaling.
Invisible AI embeds everywhere—80% of workplace tools gain agentic copilots by end-2026. From Slack bots that run projects to IDEs that write entire services, GenAI becomes seamless infrastructure rather than a separate tool.
December 23, 2025 at 10:21 PM
Invisible AI embeds everywhere—80% of workplace tools gain agentic copilots by end-2026. From Slack bots that run projects to IDEs that write entire services, GenAI becomes seamless infrastructure rather than a separate tool.
Augmented engineering is here: AI agents own PRs, debugging, refactors, and QA. Humans move to high-level oversight, architecture decisions, and ethical guardrails. Productivity gains are real, but only with strong governance. #FutureOfDev
December 23, 2025 at 9:33 PM
Augmented engineering is here: AI agents own PRs, debugging, refactors, and QA. Humans move to high-level oversight, architecture decisions, and ethical guardrails. Productivity gains are real, but only with strong governance. #FutureOfDev
Multi-agent systems dominate complex projects. Specialized agents (researcher, coder, tester, reviewer) collaborate in real time, cutting release cycles by 2-3x. Frameworks like AutoGen and CrewAI become enterprise standards. #MultiAgent
December 23, 2025 at 8:53 PM
Multi-agent systems dominate complex projects. Specialized agents (researcher, coder, tester, reviewer) collaborate in real time, cutting release cycles by 2-3x. Frameworks like AutoGen and CrewAI become enterprise standards. #MultiAgent
AI-powered no-code/low-code platforms let non-engineers prototype full-stack apps in hours via natural language. 2026 marks the crossover where business teams ship production features without traditional dev handoff. #LowCodeRevolution
December 23, 2025 at 7:52 PM
AI-powered no-code/low-code platforms let non-engineers prototype full-stack apps in hours via natural language. 2026 marks the crossover where business teams ship production features without traditional dev handoff. #LowCodeRevolution
Physical AI accelerates: Embodied agents in robotics combine frontier multimodal models with real-world actuation. Warehouses, manufacturing, and elder care see the first scalable deployments of robots that reason and adapt on the fly. #Robotics
December 23, 2025 at 6:52 PM
Physical AI accelerates: Embodied agents in robotics combine frontier multimodal models with real-world actuation. Warehouses, manufacturing, and elder care see the first scalable deployments of robots that reason and adapt on the fly. #Robotics
Context engineering rises as a new discipline. Teams build dynamic knowledge graphs, retrieval systems, and long-term memory stores to give agents reliable, up-to-date context—critical for reducing hallucinations in production agents.
December 23, 2025 at 5:52 PM
Context engineering rises as a new discipline. Teams build dynamic knowledge graphs, retrieval systems, and long-term memory stores to give agents reliable, up-to-date context—critical for reducing hallucinations in production agents.
Prompt engineering matures into “Agent Orchestration Engineering”—a high-demand role with 50%+ salary premiums. Top practitioners design reliable multi-step agent chains, manage tool use, and enforce consistency across long-running tasks. #AIJobs
December 23, 2025 at 4:50 PM
Prompt engineering matures into “Agent Orchestration Engineering”—a high-demand role with 50%+ salary premiums. Top practitioners design reliable multi-step agent chains, manage tool use, and enforce consistency across long-running tasks. #AIJobs
Nightmares or sleep issues from trauma flaring up? Year-end stress amplifies it.
"If/Then/Reset" has nightmare protocols + bedtime routines.
Users rave: "Extremely effective for me."
Reset your nights—free download:
https://apps.apple.com/us/app/if-then-reset-mental-wellness/id6755074789
#Sleep
"If/Then/Reset" has nightmare protocols + bedtime routines.
Users rave: "Extremely effective for me."
Reset your nights—free download:
https://apps.apple.com/us/app/if-then-reset-mental-wellness/id6755074789
#Sleep
December 23, 2025 at 4:10 PM
Nightmares or sleep issues from trauma flaring up? Year-end stress amplifies it.
"If/Then/Reset" has nightmare protocols + bedtime routines.
Users rave: "Extremely effective for me."
Reset your nights—free download:
https://apps.apple.com/us/app/if-then-reset-mental-wellness/id6755074789
#Sleep
"If/Then/Reset" has nightmare protocols + bedtime routines.
Users rave: "Extremely effective for me."
Reset your nights—free download:
https://apps.apple.com/us/app/if-then-reset-mental-wellness/id6755074789
#Sleep
Enterprise AI governance platforms mature. Centralized policy engines control agent behavior, data access, and tool use across fleets. Essential for preventing rogue actions, ensuring auditability, and maintaining trust at scale.
December 23, 2025 at 3:55 PM
Enterprise AI governance platforms mature. Centralized policy engines control agent behavior, data access, and tool use across fleets. Essential for preventing rogue actions, ensuring auditability, and maintaining trust at scale.
AI-native software lifecycle emerges. Agents automate 50-70% of coding, testing, review, and deployment. Human engineers focus on system design, agent orchestration, and edge-case governance. Dev velocity could double for mature teams. #AIDev
December 23, 2025 at 3:51 PM
AI-native software lifecycle emerges. Agents automate 50-70% of coding, testing, review, and deployment. Human engineers focus on system design, agent orchestration, and edge-case governance. Dev velocity could double for mature teams. #AIDev
Multimodal models become the default backbone. Seamless reasoning across text, image, video, and audio hits production at scale. Expect unified APIs where one model handles customer support, content analysis, and creative tasks. #MultimodalAI
December 23, 2025 at 2:49 PM
Multimodal models become the default backbone. Seamless reasoning across text, image, video, and audio hits production at scale. Expect unified APIs where one model handles customer support, content analysis, and creative tasks. #MultimodalAI
2026 will see agentic AI go mainstream: 40-50% of enterprise apps integrate autonomous task-specific agents. Engineers shift from writing code to orchestrating multi-agent workflows that handle planning, execution, and self-correction. #AIEngineering #AI2026
December 23, 2025 at 1:49 PM
2026 will see agentic AI go mainstream: 40-50% of enterprise apps integrate autonomous task-specific agents. Engineers shift from writing code to orchestrating multi-agent workflows that handle planning, execution, and self-correction. #AIEngineering #AI2026
Financial pressure this December crushing your mood? Common trigger, real impact.
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
https://apps.apple.com/us/app/if-then-reset-mental-well
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
https://apps.apple.com/us/app/if-then-reset-mental-well
December 22, 2025 at 9:23 PM
Financial pressure this December crushing your mood? Common trigger, real impact.
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
https://apps.apple.com/us/app/if-then-reset-mental-well
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
https://apps.apple.com/us/app/if-then-reset-mental-well
Family gatherings stirring overwhelm? You're not alone—holiday stress hits hard.
Quick fix: "If/Then/Reset" Crisis Mode—one-tap to hotlines, grounding, safe place visualization.
Private on-device. "Simple. Effective."
Download free & breathe easier:
https://apps.apple.com/us/app/if-then-reset-menta
Quick fix: "If/Then/Reset" Crisis Mode—one-tap to hotlines, grounding, safe place visualization.
Private on-device. "Simple. Effective."
Download free & breathe easier:
https://apps.apple.com/us/app/if-then-reset-menta
December 22, 2025 at 4:30 PM
Family gatherings stirring overwhelm? You're not alone—holiday stress hits hard.
Quick fix: "If/Then/Reset" Crisis Mode—one-tap to hotlines, grounding, safe place visualization.
Private on-device. "Simple. Effective."
Download free & breathe easier:
https://apps.apple.com/us/app/if-then-reset-menta
Quick fix: "If/Then/Reset" Crisis Mode—one-tap to hotlines, grounding, safe place visualization.
Private on-device. "Simple. Effective."
Download free & breathe easier:
https://apps.apple.com/us/app/if-then-reset-menta
Year-end reminder: Focus on responsible agentic builds—guardrails, eval loops. 2026 will demand outcome accountability over hype. Stay sharp, devs! #AI2025
December 22, 2025 at 4:10 PM
Year-end reminder: Focus on responsible agentic builds—guardrails, eval loops. 2026 will demand outcome accountability over hype. Stay sharp, devs! #AI2025
Financial pressure this December crushing your mood? Common trigger, real impact.
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
December 22, 2025 at 4:07 PM
Financial pressure this December crushing your mood? Common trigger, real impact.
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
Build resilience fast with "If/Then/Reset"—CBT-inspired tools like Thinking Traps & Real-Time Resilience.
5.0★ from users seeking exactly this.
Start free today:
2025 trend: AI coding productivity up, but friction from reviews/debugging. Counter: Use o4-mini for fast reasoning in loops. #AICoding
December 22, 2025 at 3:55 PM
2025 trend: AI coding productivity up, but friction from reviews/debugging. Counter: Use o4-mini for fast reasoning in loops. #AICoding