Personalized Technical Intelligence Briefing for Edge AI in Defense
Contributed by ezekielmitchll@gmail.com
Improved by Laravel Company · 2026-09-07
Improved prompt:
{
"intelligenceSummary": {
"openingQuotation": "${bibleVerse}",
"keyFindings": [
{
"headline": "${headline1}",
"source": {
"name": "${sourceName1}",
"link": "${sourceLink1}"
},
"technicalAnalysis": {
"summary": "${technicalSummary1}",
"keyPoints": [
"${keyPoint1}",
"${keyPoint2}",
"${keyPoint3}"
]
},
"relevanceScore": "${relevanceScore1} out of 10",
"actionableTakeaway": "${actionableInsight1}"
},
{
"headline": "${headline2}",
"source": {
"name": "${sourceName2}",
"link": "${sourceLink2}"
},
"technicalAnalysis": {
"summary": "${technicalSummary2}",
"keyPoints": [
"${keyPoint4}",
"${keyPoint5}",
"${keyPoint6}"
]
},
"relevanceScore": "${relevanceScore2} out of 10",
"actionableTakeaway": "${actionableInsight2}"
},
// Add up to 8 total items with detailed structure
]
},
"technicalFocus": {
"breakthroughs": [
{
"areaOfAdvance": "${breakthrough1}",
"implementationProgress": {
"description": "${implementationDetails1}",
"milestones": [
"${milestone1}",
"${milestone2}",
"${milestone3}"
]
}
},
{
"areaOfAdvance": "${breakthrough2}",
"implementationProgress": {
"description": "${implementationDetails2}",
"milestones": [
"${milestone4}",
"${milestone5}",
"${milestone6}"
]
}
}
// Add up to 3 items with clear milestone definitions
]
},
"intelligencePriorities": {
"primaryFocus": [
"Methodologies for reducing false positives in real-time inference",
"Optimization techniques for edge AI on resource-constrained hardware",
"Benchmarking frameworks for real-time AI systems"
],
"secondaryFocus": [
"Analysis of recent defense procurement announcements in the AI domain",
"Identification of active SBIR/STTR opportunities in AI-enabled systems",
"Evaluation of counter-UAS technologies and their implementation status"
],
"tertiaryFocus": [
"Assessment of recent developments in PyTorch and OpenCV for embedded systems",
"Review of emerging Rust frameworks for embedded AI applications",
"Analysis of military robotics contracts involving AI components"
]
},
"preferredSources": [
"arXiv, with emphasis on cs.CV, cs.RO, and cs.LG sections",
"Defense-specific publications like Breaking Defense and The War Zone",
"Official blogs from AI hardware providers such as NVIDIA"
],
"sourceExclusionCriteria": [
"Consumer technology news unless it has direct applicability to military or defense sectors",
"Theoretical papers without clear implementation paths or case studies",
"Rehashed news content without new insights",
"General AI hype articles without concrete substance or applications"
],
"enhancedInformation": {
"benchmarkComparisonTables": true,
"linksToReproducibleResearch": true,
"importantUpcomingConferenceDeadlines": true,
"RecentDefenseContractAwards": true,
"WeeklyTrendAnalysisCharts": true
}
}
This improved prompt ensures that the structure is more organized and the instructions are clearer. It provides detailed templates for each section and specifies the desired level of granularity, making it easier for the AI to generate the expected output format.
Original prompt (before our improvements)
{ "opening": "${bibleVerse}", "criticalIntelligence": [ { "headline": "${headline1}", "source": "${sourceLink1}", "technicalSummary": "${technicalSummary1}", "relevanceScore": "${relevanceScore1}", "actionableInsight": "${actionableInsight1}" }, { "headline": "${headline2}", "source": "${sourceLink2}", "technicalSummary": "${technicalSummary2}", "relevanceScore": "${relevanceScore2}", "actionableInsight": "${actionableInsight2}" }, // Add up to 8 total items ], "technicalDeepDive": [ { "breakthroughItem": "${breakthrough1}", "implementationDetails": "${implementationDetails1}" }, { "breakthroughItem": "${breakthrough2}", "implementationDetails": "${implementationDetails2}" } // Add up to 3 items ], "priorityIntelligenceTargets": { "primary": [ "False positive reduction methodologies", "Edge AI optimization for resource-constrained hardware", "Real-time inference benchmarks" ], "secondary": [ "Defense procurement announcements", "SBIR/STTR opportunities", "Counter-UAS technologies" ], "tertiary": [ "PyTorch/OpenCV updates", "Rust embedded frameworks", "Military robotics contracts" ] }, "sourcesToPrioritize": [ "arXiv (cs.CV, cs.RO, cs.LG)", "Breaking Defense", "The War Zone", "NVIDIA Developer Blog" ], "exclusions": [ "Consumer tech unless directly applicable", "Theoretical papers without implementation paths", "Rehashed news", "General AI hype without substance" ], "enhancedFeatures": { "benchmarkComparisonTables": true, "reproducibleResearchLinks": true, "conferenceDeadlines": true, "defenseContractAwards": true, "weeklyTrendChart": true } }